mirror of
https://github.com/NanjingForestryUniversity/SCNet.git
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7256 lines
531 KiB
Plaintext
Executable File
7256 lines
531 KiB
Plaintext
Executable File
{
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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": 1,
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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": 2,
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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(2750)\n",
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"tensorflow.random.set_seed(2750)\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 = \"nadam\"\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": 3,
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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": 4,
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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": "stderr",
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"output_type": "stream",
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"text": [
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"2022-06-27 14:33:59.456288: W tensorflow/core/platform/profile_utils/cpu_utils.cc:128] Failed to get CPU frequency: 0 Hz\n"
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]
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},
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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 1/1024\n",
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"90/90 [==============================] - 3s 6ms/step - loss: 0.0195 - val_loss: 0.0269 - lr: 0.0025\n",
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"Epoch 2/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0113 - val_loss: 0.0306 - lr: 0.0025\n",
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"Epoch 3/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0089 - val_loss: 0.0282 - lr: 0.0025\n",
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"Epoch 4/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0076 - val_loss: 0.0420 - lr: 0.0025\n",
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"Epoch 5/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0072 - val_loss: 0.2797 - lr: 0.0025\n",
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"Epoch 6/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0061 - val_loss: 0.0573 - lr: 0.0025\n",
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"Epoch 7/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0057 - val_loss: 0.3248 - lr: 0.0025\n",
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"Epoch 8/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0052 - val_loss: 0.0652 - lr: 0.0025\n",
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"Epoch 9/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0051 - val_loss: 0.0539 - lr: 0.0025\n",
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"Epoch 10/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0050 - val_loss: 0.3124 - lr: 0.0025\n",
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"Epoch 11/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0049 - val_loss: 0.2981 - lr: 0.0025\n",
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"Epoch 12/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0050 - val_loss: 0.1575 - lr: 0.0025\n",
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"Epoch 13/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0046 - val_loss: 0.3290 - lr: 0.0025\n",
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"Epoch 14/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0046 - val_loss: 0.2020 - lr: 0.0025\n",
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"Epoch 15/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0044 - val_loss: 0.2263 - lr: 0.0025\n",
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"Epoch 16/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0044 - val_loss: 0.1640 - lr: 0.0025\n",
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"Epoch 17/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0046 - val_loss: 0.3251 - lr: 0.0025\n",
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"Epoch 18/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0044 - val_loss: 0.1552 - lr: 0.0025\n",
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"Epoch 19/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0042 - val_loss: 0.2003 - lr: 0.0025\n",
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"Epoch 20/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0042 - val_loss: 0.2845 - lr: 0.0025\n",
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"Epoch 21/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0041 - val_loss: 0.3258 - lr: 0.0025\n",
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"Epoch 22/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0043 - val_loss: 0.1390 - lr: 0.0025\n",
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"Epoch 23/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0042 - val_loss: 0.2158 - lr: 0.0025\n",
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"Epoch 24/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0041 - val_loss: 0.2158 - lr: 0.0025\n",
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"Epoch 25/1024\n",
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"90/90 [==============================] - 1s 6ms/step - loss: 0.0041 - val_loss: 0.2599 - lr: 0.0025\n",
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"Epoch 26/1024\n",
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"90/90 [==============================] - 1s 8ms/step - loss: 0.0040 - val_loss: 0.2283 - lr: 0.0025\n",
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"Epoch 27/1024\n",
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"90/90 [==============================] - 1s 6ms/step - loss: 0.0040 - val_loss: 0.1886 - lr: 0.0012\n",
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"Epoch 28/1024\n",
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"90/90 [==============================] - 1s 6ms/step - loss: 0.0040 - val_loss: 0.1866 - lr: 0.0012\n",
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"Epoch 29/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0038 - val_loss: 0.1335 - lr: 0.0012\n",
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"Epoch 30/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0039 - val_loss: 0.1366 - lr: 0.0012\n",
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"Epoch 31/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0039 - val_loss: 0.1104 - lr: 0.0012\n",
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"Epoch 32/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0037 - val_loss: 0.1381 - lr: 0.0012\n",
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"Epoch 33/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0038 - val_loss: 0.0471 - lr: 0.0012\n",
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"Epoch 34/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0038 - val_loss: 0.1386 - lr: 0.0012\n",
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"Epoch 35/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0037 - val_loss: 0.0363 - lr: 0.0012\n",
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"Epoch 36/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0037 - val_loss: 0.2797 - lr: 0.0012\n",
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"Epoch 37/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0038 - val_loss: 0.2271 - lr: 0.0012\n",
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"Epoch 38/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0038 - val_loss: 0.2174 - lr: 0.0012\n",
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"Epoch 39/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0038 - val_loss: 0.2247 - lr: 0.0012\n",
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"Epoch 40/1024\n",
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"90/90 [==============================] - 1s 6ms/step - loss: 0.0038 - val_loss: 0.3289 - lr: 0.0012\n",
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"Epoch 41/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0037 - val_loss: 0.2250 - lr: 0.0012\n",
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"Epoch 42/1024\n",
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"90/90 [==============================] - 1s 7ms/step - loss: 0.0037 - val_loss: 0.0412 - lr: 0.0012\n",
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"Epoch 43/1024\n",
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"90/90 [==============================] - 1s 6ms/step - loss: 0.0036 - val_loss: 0.0669 - lr: 0.0012\n",
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"Epoch 44/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0038 - val_loss: 0.1742 - lr: 0.0012\n",
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"Epoch 45/1024\n",
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"90/90 [==============================] - 0s 6ms/step - loss: 0.0037 - val_loss: 0.1423 - lr: 0.0012\n",
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"Epoch 46/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0037 - val_loss: 0.1878 - lr: 0.0012\n",
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"Epoch 47/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0037 - val_loss: 0.1666 - lr: 0.0012\n",
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"Epoch 48/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0037 - val_loss: 0.3291 - lr: 0.0012\n",
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"Epoch 49/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0036 - val_loss: 0.2814 - lr: 0.0012\n",
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"Epoch 50/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0035 - val_loss: 0.0404 - lr: 0.0012\n",
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"Epoch 51/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.0512 - lr: 0.0012\n",
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"Epoch 52/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.3063 - lr: 6.2500e-04\n",
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"Epoch 53/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.2505 - lr: 6.2500e-04\n",
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"Epoch 54/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.2432 - lr: 6.2500e-04\n",
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"Epoch 55/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.2175 - lr: 6.2500e-04\n",
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"Epoch 56/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.0279 - lr: 6.2500e-04\n",
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"Epoch 57/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0035 - val_loss: 0.0741 - lr: 6.2500e-04\n",
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"Epoch 58/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0036 - val_loss: 0.1194 - lr: 6.2500e-04\n",
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"Epoch 59/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0035 - val_loss: 0.2005 - lr: 6.2500e-04\n",
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"Epoch 60/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0035 - val_loss: 0.2246 - lr: 6.2500e-04\n",
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"Epoch 61/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.1561 - lr: 6.2500e-04\n",
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"Epoch 62/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.0488 - lr: 6.2500e-04\n",
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"Epoch 63/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.1496 - lr: 6.2500e-04\n",
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"Epoch 64/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.1135 - lr: 6.2500e-04\n",
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"Epoch 65/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.1467 - lr: 6.2500e-04\n",
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"Epoch 66/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.1604 - lr: 6.2500e-04\n",
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"Epoch 67/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0037 - val_loss: 0.1111 - lr: 6.2500e-04\n",
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"Epoch 68/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.2787 - lr: 6.2500e-04\n",
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"Epoch 69/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.1976 - lr: 6.2500e-04\n",
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"Epoch 70/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.2056 - lr: 6.2500e-04\n",
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"Epoch 71/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0035 - val_loss: 0.0082 - lr: 6.2500e-04\n",
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"Epoch 72/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.2994 - lr: 6.2500e-04\n",
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"Epoch 73/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.1221 - lr: 6.2500e-04\n",
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"Epoch 74/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.1249 - lr: 6.2500e-04\n",
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"Epoch 75/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.0924 - lr: 6.2500e-04\n",
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"Epoch 76/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0036 - val_loss: 0.0854 - lr: 6.2500e-04\n",
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"Epoch 77/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.0996 - lr: 6.2500e-04\n",
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"Epoch 78/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.0486 - lr: 6.2500e-04\n",
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"Epoch 79/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.2045 - lr: 6.2500e-04\n",
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"Epoch 80/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.1386 - lr: 6.2500e-04\n",
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"Epoch 81/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.1423 - lr: 6.2500e-04\n",
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"Epoch 82/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.1797 - lr: 6.2500e-04\n",
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"Epoch 83/1024\n",
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.1582 - lr: 6.2500e-04\n",
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"Epoch 84/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.0894 - lr: 6.2500e-04\n",
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"Epoch 85/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.1367 - lr: 6.2500e-04\n",
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"Epoch 86/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0036 - val_loss: 0.0485 - lr: 6.2500e-04\n",
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"Epoch 87/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0871 - lr: 6.2500e-04\n",
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"Epoch 88/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.0498 - lr: 6.2500e-04\n",
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"Epoch 89/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.2915 - lr: 6.2500e-04\n",
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"Epoch 90/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.1644 - lr: 6.2500e-04\n",
|
|
"Epoch 91/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0035 - val_loss: 0.3032 - lr: 6.2500e-04\n",
|
|
"Epoch 92/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0035 - val_loss: 0.0835 - lr: 6.2500e-04\n",
|
|
"Epoch 93/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.0596 - lr: 6.2500e-04\n",
|
|
"Epoch 94/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.2761 - lr: 6.2500e-04\n",
|
|
"Epoch 95/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0244 - lr: 6.2500e-04\n",
|
|
"Epoch 96/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0035 - val_loss: 0.0643 - lr: 6.2500e-04\n",
|
|
"Epoch 97/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.1067 - lr: 3.1250e-04\n",
|
|
"Epoch 98/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0034 - val_loss: 0.0454 - lr: 3.1250e-04\n",
|
|
"Epoch 99/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.1180 - lr: 3.1250e-04\n",
|
|
"Epoch 100/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.1303 - lr: 3.1250e-04\n",
|
|
"Epoch 101/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0614 - lr: 3.1250e-04\n",
|
|
"Epoch 102/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.0792 - lr: 3.1250e-04\n",
|
|
"Epoch 103/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.2973 - lr: 3.1250e-04\n",
|
|
"Epoch 104/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.1039 - lr: 3.1250e-04\n",
|
|
"Epoch 105/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0033 - val_loss: 0.2537 - lr: 3.1250e-04\n",
|
|
"Epoch 106/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0033 - val_loss: 0.0842 - lr: 3.1250e-04\n",
|
|
"Epoch 107/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0035 - val_loss: 0.1117 - lr: 3.1250e-04\n",
|
|
"Epoch 108/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0034 - val_loss: 0.1220 - lr: 3.1250e-04\n",
|
|
"Epoch 109/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0033 - val_loss: 0.0428 - lr: 3.1250e-04\n",
|
|
"Epoch 110/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0035 - val_loss: 0.0108 - lr: 3.1250e-04\n",
|
|
"Epoch 111/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.2935 - lr: 3.1250e-04\n",
|
|
"Epoch 112/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0033 - val_loss: 0.0723 - lr: 3.1250e-04\n",
|
|
"Epoch 113/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0036 - val_loss: 0.1023 - lr: 3.1250e-04\n",
|
|
"Epoch 114/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.1685 - lr: 3.1250e-04\n",
|
|
"Epoch 115/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.1564 - lr: 3.1250e-04\n",
|
|
"Epoch 116/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0220 - lr: 3.1250e-04\n",
|
|
"Epoch 117/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0693 - lr: 3.1250e-04\n",
|
|
"Epoch 118/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.2793 - lr: 3.1250e-04\n",
|
|
"Epoch 119/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.1755 - lr: 3.1250e-04\n",
|
|
"Epoch 120/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.1757 - lr: 3.1250e-04\n",
|
|
"Epoch 121/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.2181 - lr: 3.1250e-04\n",
|
|
"Epoch 122/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0585 - lr: 1.5625e-04\n",
|
|
"Epoch 123/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0776 - lr: 1.5625e-04\n",
|
|
"Epoch 124/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0188 - lr: 1.5625e-04\n",
|
|
"Epoch 125/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.1303 - lr: 1.5625e-04\n",
|
|
"Epoch 126/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0956 - lr: 1.5625e-04\n",
|
|
"Epoch 127/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0875 - lr: 1.5625e-04\n",
|
|
"Epoch 128/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.1891 - lr: 1.5625e-04\n",
|
|
"Epoch 129/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0998 - lr: 1.5625e-04\n",
|
|
"Epoch 130/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 131/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.1442 - lr: 1.5625e-04\n",
|
|
"Epoch 132/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0245 - lr: 1.5625e-04\n",
|
|
"Epoch 133/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.1282 - lr: 1.5625e-04\n",
|
|
"Epoch 134/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.1317 - lr: 1.5625e-04\n",
|
|
"Epoch 135/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.1941 - lr: 1.5625e-04\n",
|
|
"Epoch 136/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0667 - lr: 1.5625e-04\n",
|
|
"Epoch 137/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0882 - lr: 1.5625e-04\n",
|
|
"Epoch 138/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0514 - lr: 1.5625e-04\n",
|
|
"Epoch 139/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0150 - lr: 1.5625e-04\n",
|
|
"Epoch 140/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0361 - lr: 1.5625e-04\n",
|
|
"Epoch 141/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0344 - lr: 1.5625e-04\n",
|
|
"Epoch 142/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0613 - lr: 1.5625e-04\n",
|
|
"Epoch 143/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.1208 - lr: 1.5625e-04\n",
|
|
"Epoch 144/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.1505 - lr: 1.5625e-04\n",
|
|
"Epoch 145/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.1506 - lr: 1.5625e-04\n",
|
|
"Epoch 146/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0457 - lr: 1.5625e-04\n",
|
|
"Epoch 147/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0494 - lr: 7.8125e-05\n",
|
|
"Epoch 148/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0623 - lr: 7.8125e-05\n",
|
|
"Epoch 149/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0487 - lr: 7.8125e-05\n",
|
|
"Epoch 150/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0149 - lr: 7.8125e-05\n",
|
|
"Epoch 151/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0460 - lr: 7.8125e-05\n",
|
|
"Epoch 152/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0422 - lr: 7.8125e-05\n",
|
|
"Epoch 153/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0211 - lr: 7.8125e-05\n",
|
|
"Epoch 154/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0576 - lr: 7.8125e-05\n",
|
|
"Epoch 155/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0139 - lr: 7.8125e-05\n",
|
|
"Epoch 156/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0212 - lr: 7.8125e-05\n",
|
|
"Epoch 157/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0215 - lr: 7.8125e-05\n",
|
|
"Epoch 158/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0080 - lr: 7.8125e-05\n",
|
|
"Epoch 159/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0107 - lr: 7.8125e-05\n",
|
|
"Epoch 160/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0412 - lr: 7.8125e-05\n",
|
|
"Epoch 161/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0165 - lr: 7.8125e-05\n",
|
|
"Epoch 162/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.1028 - lr: 7.8125e-05\n",
|
|
"Epoch 163/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0274 - lr: 7.8125e-05\n",
|
|
"Epoch 164/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.1518 - lr: 7.8125e-05\n",
|
|
"Epoch 165/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 166/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0479 - lr: 7.8125e-05\n",
|
|
"Epoch 167/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0137 - lr: 7.8125e-05\n",
|
|
"Epoch 168/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0770 - lr: 7.8125e-05\n",
|
|
"Epoch 169/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0851 - lr: 7.8125e-05\n",
|
|
"Epoch 170/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0071 - lr: 7.8125e-05\n",
|
|
"Epoch 171/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0107 - lr: 7.8125e-05\n",
|
|
"Epoch 172/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0726 - lr: 7.8125e-05\n",
|
|
"Epoch 173/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0318 - lr: 7.8125e-05\n",
|
|
"Epoch 174/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0152 - lr: 7.8125e-05\n",
|
|
"Epoch 175/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0645 - lr: 7.8125e-05\n",
|
|
"Epoch 176/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0129 - lr: 7.8125e-05\n",
|
|
"Epoch 177/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0263 - lr: 7.8125e-05\n",
|
|
"Epoch 178/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0511 - lr: 7.8125e-05\n",
|
|
"Epoch 179/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.1266 - lr: 7.8125e-05\n",
|
|
"Epoch 180/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0126 - lr: 7.8125e-05\n",
|
|
"Epoch 181/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0073 - lr: 7.8125e-05\n",
|
|
"Epoch 182/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0271 - lr: 7.8125e-05\n",
|
|
"Epoch 183/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0488 - lr: 7.8125e-05\n",
|
|
"Epoch 184/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0070 - lr: 7.8125e-05\n",
|
|
"Epoch 185/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0039 - lr: 7.8125e-05\n",
|
|
"Epoch 186/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0301 - lr: 7.8125e-05\n",
|
|
"Epoch 187/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0232 - lr: 7.8125e-05\n",
|
|
"Epoch 188/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.1690 - lr: 7.8125e-05\n",
|
|
"Epoch 189/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0505 - lr: 7.8125e-05\n",
|
|
"Epoch 190/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.1135 - lr: 7.8125e-05\n",
|
|
"Epoch 191/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0114 - lr: 7.8125e-05\n",
|
|
"Epoch 192/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.1401 - lr: 7.8125e-05\n",
|
|
"Epoch 193/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0106 - lr: 7.8125e-05\n",
|
|
"Epoch 194/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.1013 - lr: 7.8125e-05\n",
|
|
"Epoch 195/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0985 - lr: 7.8125e-05\n",
|
|
"Epoch 196/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0232 - lr: 7.8125e-05\n",
|
|
"Epoch 197/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0394 - lr: 7.8125e-05\n",
|
|
"Epoch 198/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0570 - lr: 7.8125e-05\n",
|
|
"Epoch 199/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0184 - lr: 7.8125e-05\n",
|
|
"Epoch 200/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0950 - lr: 7.8125e-05\n",
|
|
"Epoch 201/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0942 - lr: 7.8125e-05\n",
|
|
"Epoch 202/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0905 - lr: 7.8125e-05\n",
|
|
"Epoch 203/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0411 - lr: 7.8125e-05\n",
|
|
"Epoch 204/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0316 - lr: 7.8125e-05\n",
|
|
"Epoch 205/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0465 - lr: 7.8125e-05\n",
|
|
"Epoch 206/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0756 - lr: 7.8125e-05\n",
|
|
"Epoch 207/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0033 - val_loss: 0.0193 - lr: 7.8125e-05\n",
|
|
"Epoch 208/1024\n",
|
|
"90/90 [==============================] - 1s 17ms/step - loss: 0.0032 - val_loss: 0.0564 - lr: 7.8125e-05\n",
|
|
"Epoch 209/1024\n",
|
|
"90/90 [==============================] - 1s 12ms/step - loss: 0.0032 - val_loss: 0.0309 - lr: 7.8125e-05\n",
|
|
"Epoch 210/1024\n",
|
|
"90/90 [==============================] - 1s 9ms/step - loss: 0.0032 - val_loss: 0.0732 - lr: 7.8125e-05\n",
|
|
"Epoch 211/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0031 - val_loss: 0.0063 - lr: 3.9062e-05\n",
|
|
"Epoch 212/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0032 - val_loss: 0.0306 - lr: 3.9062e-05\n",
|
|
"Epoch 213/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0043 - lr: 3.9062e-05\n",
|
|
"Epoch 214/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0222 - lr: 3.9062e-05\n",
|
|
"Epoch 215/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0062 - lr: 3.9062e-05\n",
|
|
"Epoch 216/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0067 - lr: 3.9062e-05\n",
|
|
"Epoch 217/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0482 - lr: 3.9062e-05\n",
|
|
"Epoch 218/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0032 - val_loss: 0.0074 - lr: 3.9062e-05\n",
|
|
"Epoch 219/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0079 - lr: 3.9062e-05\n",
|
|
"Epoch 220/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0170 - lr: 3.9062e-05\n",
|
|
"Epoch 221/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0409 - lr: 3.9062e-05\n",
|
|
"Epoch 222/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0109 - lr: 3.9062e-05\n",
|
|
"Epoch 223/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0372 - lr: 3.9062e-05\n",
|
|
"Epoch 224/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0059 - lr: 3.9062e-05\n",
|
|
"Epoch 225/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0040 - lr: 3.9062e-05\n",
|
|
"Epoch 226/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0292 - lr: 3.9062e-05\n",
|
|
"Epoch 227/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0132 - lr: 3.9062e-05\n",
|
|
"Epoch 228/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0085 - lr: 3.9062e-05\n",
|
|
"Epoch 229/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0044 - lr: 3.9062e-05\n",
|
|
"Epoch 230/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0222 - lr: 3.9062e-05\n",
|
|
"Epoch 231/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0049 - lr: 3.9062e-05\n",
|
|
"Epoch 232/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0122 - lr: 3.9062e-05\n",
|
|
"Epoch 233/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0169 - lr: 3.9062e-05\n",
|
|
"Epoch 234/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0035 - lr: 3.9062e-05\n",
|
|
"Epoch 235/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0433 - lr: 3.9062e-05\n",
|
|
"Epoch 236/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0241 - lr: 3.9062e-05\n",
|
|
"Epoch 237/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0176 - lr: 3.9062e-05\n",
|
|
"Epoch 238/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0150 - lr: 3.9062e-05\n",
|
|
"Epoch 239/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0033 - val_loss: 0.0031 - lr: 3.9062e-05\n",
|
|
"Epoch 240/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0183 - lr: 3.9062e-05\n",
|
|
"Epoch 241/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0033 - val_loss: 0.0168 - lr: 3.9062e-05\n",
|
|
"Epoch 242/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.0076 - lr: 3.9062e-05\n",
|
|
"Epoch 243/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0039 - lr: 3.9062e-05\n",
|
|
"Epoch 244/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0068 - lr: 3.9062e-05\n",
|
|
"Epoch 245/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0270 - lr: 3.9062e-05\n",
|
|
"Epoch 246/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0793 - lr: 3.9062e-05\n",
|
|
"Epoch 247/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0482 - lr: 3.9062e-05\n",
|
|
"Epoch 248/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0048 - lr: 3.9062e-05\n",
|
|
"Epoch 249/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0108 - lr: 3.9062e-05\n",
|
|
"Epoch 250/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0127 - lr: 3.9062e-05\n",
|
|
"Epoch 251/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0690 - lr: 3.9062e-05\n",
|
|
"Epoch 252/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0501 - lr: 3.9062e-05\n",
|
|
"Epoch 253/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0154 - lr: 3.9062e-05\n",
|
|
"Epoch 254/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0118 - lr: 3.9062e-05\n",
|
|
"Epoch 255/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0835 - lr: 3.9062e-05\n",
|
|
"Epoch 256/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.0048 - lr: 3.9062e-05\n",
|
|
"Epoch 257/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0462 - lr: 3.9062e-05\n",
|
|
"Epoch 258/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0074 - lr: 3.9062e-05\n",
|
|
"Epoch 259/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0233 - lr: 3.9062e-05\n",
|
|
"Epoch 260/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0861 - lr: 3.9062e-05\n",
|
|
"Epoch 261/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0185 - lr: 3.9062e-05\n",
|
|
"Epoch 262/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0046 - lr: 3.9062e-05\n",
|
|
"Epoch 263/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0346 - lr: 3.9062e-05\n",
|
|
"Epoch 264/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0059 - lr: 3.9062e-05\n",
|
|
"Epoch 265/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0154 - lr: 1.9531e-05\n",
|
|
"Epoch 266/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0052 - lr: 1.9531e-05\n",
|
|
"Epoch 267/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0057 - lr: 1.9531e-05\n",
|
|
"Epoch 268/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0033 - val_loss: 0.0037 - lr: 1.9531e-05\n",
|
|
"Epoch 269/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0053 - lr: 1.9531e-05\n",
|
|
"Epoch 270/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 1.9531e-05\n",
|
|
"Epoch 271/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0041 - lr: 1.9531e-05\n",
|
|
"Epoch 272/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0053 - lr: 1.9531e-05\n",
|
|
"Epoch 273/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0242 - lr: 1.9531e-05\n",
|
|
"Epoch 274/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0041 - lr: 1.9531e-05\n",
|
|
"Epoch 275/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0049 - lr: 1.9531e-05\n",
|
|
"Epoch 276/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0125 - lr: 1.9531e-05\n",
|
|
"Epoch 277/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0077 - lr: 1.9531e-05\n",
|
|
"Epoch 278/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 279/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0096 - lr: 1.9531e-05\n",
|
|
"Epoch 280/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0077 - lr: 1.9531e-05\n",
|
|
"Epoch 281/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0068 - lr: 1.9531e-05\n",
|
|
"Epoch 282/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0110 - lr: 1.9531e-05\n",
|
|
"Epoch 283/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0056 - lr: 1.9531e-05\n",
|
|
"Epoch 284/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0034 - lr: 1.9531e-05\n",
|
|
"Epoch 285/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0033 - val_loss: 0.0041 - lr: 1.9531e-05\n",
|
|
"Epoch 286/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0033 - lr: 1.9531e-05\n",
|
|
"Epoch 287/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0048 - lr: 1.9531e-05\n",
|
|
"Epoch 288/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0079 - lr: 1.9531e-05\n",
|
|
"Epoch 289/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0039 - lr: 1.9531e-05\n",
|
|
"Epoch 290/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0045 - lr: 1.9531e-05\n",
|
|
"Epoch 291/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0061 - lr: 1.9531e-05\n",
|
|
"Epoch 292/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0072 - lr: 1.9531e-05\n",
|
|
"Epoch 293/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0046 - lr: 1.9531e-05\n",
|
|
"Epoch 294/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0109 - lr: 1.9531e-05\n",
|
|
"Epoch 295/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 296/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 297/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0066 - lr: 9.7656e-06\n",
|
|
"Epoch 298/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0044 - lr: 9.7656e-06\n",
|
|
"Epoch 299/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0054 - lr: 9.7656e-06\n",
|
|
"Epoch 300/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 301/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0042 - lr: 9.7656e-06\n",
|
|
"Epoch 302/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0057 - lr: 9.7656e-06\n",
|
|
"Epoch 303/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0059 - lr: 9.7656e-06\n",
|
|
"Epoch 304/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0039 - lr: 9.7656e-06\n",
|
|
"Epoch 305/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 306/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0030 - val_loss: 0.0062 - lr: 9.7656e-06\n",
|
|
"Epoch 307/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 308/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0040 - lr: 9.7656e-06\n",
|
|
"Epoch 309/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0033 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 310/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 311/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 312/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 313/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0046 - lr: 9.7656e-06\n",
|
|
"Epoch 314/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0089 - lr: 9.7656e-06\n",
|
|
"Epoch 315/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0048 - lr: 9.7656e-06\n",
|
|
"Epoch 316/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 317/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0044 - lr: 9.7656e-06\n",
|
|
"Epoch 318/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 319/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0036 - lr: 9.7656e-06\n",
|
|
"Epoch 320/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0032 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 321/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0050 - lr: 4.8828e-06\n",
|
|
"Epoch 322/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0040 - lr: 4.8828e-06\n",
|
|
"Epoch 323/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 324/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0035 - lr: 4.8828e-06\n",
|
|
"Epoch 325/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 326/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 327/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0039 - lr: 4.8828e-06\n",
|
|
"Epoch 328/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 329/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 330/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0031 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 331/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0031 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 332/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0033 - val_loss: 0.0036 - lr: 4.8828e-06\n",
|
|
"Epoch 333/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0033 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 334/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 335/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0032 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 336/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 337/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0032 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 338/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0037 - lr: 4.8828e-06\n",
|
|
"Epoch 339/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0041 - lr: 4.8828e-06\n",
|
|
"Epoch 340/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 341/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0033 - lr: 4.8828e-06\n",
|
|
"Epoch 342/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0034 - lr: 4.8828e-06\n",
|
|
"Epoch 343/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 344/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 345/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 346/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0030 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 347/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 348/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 349/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 350/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 351/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 352/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 353/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 354/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0031 - val_loss: 0.0040 - lr: 4.8828e-06\n",
|
|
"Epoch 355/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 356/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 357/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 358/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 359/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0030 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 360/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 361/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 362/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 363/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 364/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 365/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0033 - lr: 4.8828e-06\n",
|
|
"Epoch 366/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0033 - lr: 4.8828e-06\n",
|
|
"Epoch 367/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 368/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 369/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 370/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 371/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0038 - lr: 4.8828e-06\n",
|
|
"Epoch 372/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0035 - lr: 4.8828e-06\n",
|
|
"Epoch 373/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 374/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 375/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 376/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 377/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0034 - lr: 4.8828e-06\n",
|
|
"Epoch 378/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 379/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 380/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0045 - lr: 4.8828e-06\n",
|
|
"Epoch 381/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 382/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0040 - lr: 4.8828e-06\n",
|
|
"Epoch 383/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 384/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0058 - lr: 4.8828e-06\n",
|
|
"Epoch 385/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 386/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 387/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0036 - lr: 4.8828e-06\n",
|
|
"Epoch 388/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 389/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 390/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 391/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 392/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 393/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 394/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 395/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 396/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 397/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 398/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 399/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 400/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0030 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 401/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 402/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 403/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 404/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0030 - lr: 2.4414e-06\n",
|
|
"Epoch 405/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 406/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 407/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 408/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 409/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 410/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 411/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 412/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 413/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 414/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0030 - lr: 2.4414e-06\n",
|
|
"Epoch 415/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 416/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0029 - lr: 2.4414e-06\n",
|
|
"Epoch 417/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 418/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 419/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 420/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 421/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0031 - val_loss: 0.0030 - lr: 2.4414e-06\n",
|
|
"Epoch 422/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 423/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 424/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 425/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 426/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 427/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 428/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 429/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 430/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 431/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0035 - lr: 2.4414e-06\n",
|
|
"Epoch 432/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0030 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 433/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 434/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 435/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 436/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 437/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 438/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 439/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0030 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 440/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 441/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 442/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 443/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 444/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 445/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 446/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 447/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 448/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 449/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0033 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 450/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 451/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 452/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 453/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 454/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 455/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 456/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
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"Epoch 457/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
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"Epoch 458/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 459/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 1.2207e-06\n",
|
|
"Epoch 460/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 461/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 462/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 463/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 464/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 465/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 466/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 467/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 468/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 469/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0033 - val_loss: 0.0029 - lr: 1.2207e-06\n",
|
|
"Epoch 470/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 471/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 472/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 473/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 474/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 475/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 476/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 477/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 478/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 479/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 480/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 481/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 482/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 483/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 484/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 485/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 486/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 487/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 488/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 489/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 490/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 491/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 6.1035e-07\n",
|
|
"Epoch 492/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 493/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 494/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 495/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 496/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 497/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 498/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 499/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 500/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 501/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 502/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 503/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 504/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 505/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 506/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 507/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 508/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 509/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 510/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 511/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 512/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 513/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 514/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 515/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 516/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 517/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 518/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 519/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 520/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 521/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 522/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 523/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 524/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 525/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 526/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 527/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 528/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 529/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 530/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 531/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 532/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 533/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 534/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 535/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 536/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 537/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 538/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 539/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 540/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 541/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 542/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 543/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 544/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 545/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 546/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 547/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 548/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 549/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 550/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 551/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 552/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 553/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 554/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 555/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 556/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 557/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 558/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 559/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 560/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 561/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 562/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 563/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 564/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 565/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 566/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 567/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 568/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 569/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 570/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 571/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 572/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 573/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 574/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 575/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 576/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 577/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 578/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 579/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 580/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 581/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
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"Epoch 582/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
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"Epoch 583/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
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"Epoch 584/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
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"Epoch 585/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
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"Epoch 586/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
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"Epoch 587/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
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"Epoch 588/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
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"Epoch 589/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
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"Epoch 590/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 591/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 592/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 593/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 594/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 595/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 596/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 597/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 598/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 599/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 600/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 601/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 602/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 603/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 604/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 605/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 606/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 607/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 608/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 609/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 610/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 611/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 612/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 613/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 614/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 615/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 616/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 617/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 618/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 619/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 620/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 621/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 622/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 623/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 624/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 625/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 626/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 627/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 628/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 629/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 630/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 631/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 632/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 633/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 634/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 635/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 636/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 637/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 638/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 639/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 640/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 641/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 642/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 643/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 644/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 645/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 646/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 647/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 648/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 649/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 650/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 651/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 652/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 653/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 654/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 655/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 656/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 657/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 658/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 659/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 660/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 661/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 662/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 663/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 664/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 665/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 666/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 667/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 668/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 669/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 670/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 671/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 672/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 673/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 674/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 675/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 676/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 677/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 678/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 679/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 680/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 681/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 682/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 683/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 684/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 685/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 686/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 687/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 688/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 689/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 690/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 691/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 692/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 693/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 694/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 695/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
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"Epoch 696/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
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"Epoch 697/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
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"Epoch 698/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
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"Epoch 699/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 700/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
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"Epoch 701/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 702/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
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"Epoch 703/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
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"Epoch 704/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 705/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
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"Epoch 706/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 707/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 708/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 709/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 710/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 711/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 712/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 713/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 714/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 715/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 716/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 717/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 718/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 719/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 720/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 721/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 722/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 723/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 724/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 725/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 726/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 727/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 728/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 729/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 730/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 1/1024\n",
|
|
"90/90 [==============================] - 2s 6ms/step - loss: 0.0173 - val_loss: 0.0305 - lr: 0.0025\n",
|
|
"Epoch 2/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0082 - val_loss: 0.0314 - lr: 0.0025\n",
|
|
"Epoch 3/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0071 - val_loss: 0.0385 - lr: 0.0025\n",
|
|
"Epoch 4/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0062 - val_loss: 0.0720 - lr: 0.0025\n",
|
|
"Epoch 5/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0054 - val_loss: 0.1200 - lr: 0.0025\n",
|
|
"Epoch 6/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0049 - val_loss: 0.2037 - lr: 0.0025\n",
|
|
"Epoch 7/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0046 - val_loss: 0.2147 - lr: 0.0025\n",
|
|
"Epoch 8/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0046 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 9/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0044 - val_loss: 0.0865 - lr: 0.0025\n",
|
|
"Epoch 10/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0042 - val_loss: 0.0226 - lr: 0.0025\n",
|
|
"Epoch 11/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0042 - val_loss: 0.0657 - lr: 0.0025\n",
|
|
"Epoch 12/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0043 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 13/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0041 - val_loss: 0.0624 - lr: 0.0025\n",
|
|
"Epoch 14/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0042 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 15/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0040 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 16/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0039 - val_loss: 0.0572 - lr: 0.0025\n",
|
|
"Epoch 17/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0041 - val_loss: 0.2057 - lr: 0.0025\n",
|
|
"Epoch 18/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0039 - val_loss: 0.1266 - lr: 0.0025\n",
|
|
"Epoch 19/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0039 - val_loss: 0.0838 - lr: 0.0025\n",
|
|
"Epoch 20/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0038 - val_loss: 0.0921 - lr: 0.0025\n",
|
|
"Epoch 21/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0037 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 22/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0039 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 23/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0038 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 24/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0038 - val_loss: 0.1281 - lr: 0.0025\n",
|
|
"Epoch 25/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0038 - val_loss: 0.0432 - lr: 0.0025\n",
|
|
"Epoch 26/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0036 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 27/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0039 - val_loss: 0.1240 - lr: 0.0025\n",
|
|
"Epoch 28/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0038 - val_loss: 0.0986 - lr: 0.0025\n",
|
|
"Epoch 29/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0037 - val_loss: 0.3251 - lr: 0.0025\n",
|
|
"Epoch 30/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0036 - val_loss: 0.0752 - lr: 0.0025\n",
|
|
"Epoch 31/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0037 - val_loss: 0.1956 - lr: 0.0025\n",
|
|
"Epoch 32/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0036 - val_loss: 0.2006 - lr: 0.0025\n",
|
|
"Epoch 33/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0036 - val_loss: 0.2645 - lr: 0.0025\n",
|
|
"Epoch 34/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0035 - val_loss: 0.2124 - lr: 0.0025\n",
|
|
"Epoch 35/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0034 - val_loss: 0.0954 - lr: 0.0025\n",
|
|
"Epoch 36/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.0468 - lr: 0.0012\n",
|
|
"Epoch 37/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0034 - val_loss: 0.1888 - lr: 0.0012\n",
|
|
"Epoch 38/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0035 - val_loss: 0.1907 - lr: 0.0012\n",
|
|
"Epoch 39/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0034 - val_loss: 0.1113 - lr: 0.0012\n",
|
|
"Epoch 40/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0034 - val_loss: 0.0688 - lr: 0.0012\n",
|
|
"Epoch 41/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.1025 - lr: 0.0012\n",
|
|
"Epoch 42/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.1333 - lr: 0.0012\n",
|
|
"Epoch 43/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.2283 - lr: 0.0012\n",
|
|
"Epoch 44/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0034 - val_loss: 0.0891 - lr: 0.0012\n",
|
|
"Epoch 45/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.0318 - lr: 0.0012\n",
|
|
"Epoch 46/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.1205 - lr: 0.0012\n",
|
|
"Epoch 47/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.2058 - lr: 0.0012\n",
|
|
"Epoch 48/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.1975 - lr: 0.0012\n",
|
|
"Epoch 49/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.1531 - lr: 0.0012\n",
|
|
"Epoch 50/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.1612 - lr: 0.0012\n",
|
|
"Epoch 51/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.0766 - lr: 0.0012\n",
|
|
"Epoch 52/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.0371 - lr: 0.0012\n",
|
|
"Epoch 53/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.0897 - lr: 0.0012\n",
|
|
"Epoch 54/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.1598 - lr: 0.0012\n",
|
|
"Epoch 55/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.1179 - lr: 0.0012\n",
|
|
"Epoch 56/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.0503 - lr: 0.0012\n",
|
|
"Epoch 57/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.2238 - lr: 0.0012\n",
|
|
"Epoch 58/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.0665 - lr: 0.0012\n",
|
|
"Epoch 59/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.1867 - lr: 0.0012\n",
|
|
"Epoch 60/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.0792 - lr: 0.0012\n",
|
|
"Epoch 61/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.2154 - lr: 6.2500e-04\n",
|
|
"Epoch 62/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.0617 - lr: 6.2500e-04\n",
|
|
"Epoch 63/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.1871 - lr: 6.2500e-04\n",
|
|
"Epoch 64/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.0820 - lr: 6.2500e-04\n",
|
|
"Epoch 65/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0599 - lr: 6.2500e-04\n",
|
|
"Epoch 66/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2202 - lr: 6.2500e-04\n",
|
|
"Epoch 67/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.1225 - lr: 6.2500e-04\n",
|
|
"Epoch 68/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.1028 - lr: 6.2500e-04\n",
|
|
"Epoch 69/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.0478 - lr: 6.2500e-04\n",
|
|
"Epoch 70/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.1392 - lr: 6.2500e-04\n",
|
|
"Epoch 71/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.0579 - lr: 6.2500e-04\n",
|
|
"Epoch 72/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.0854 - lr: 6.2500e-04\n",
|
|
"Epoch 73/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.1743 - lr: 6.2500e-04\n",
|
|
"Epoch 74/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.0812 - lr: 6.2500e-04\n",
|
|
"Epoch 75/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2282 - lr: 6.2500e-04\n",
|
|
"Epoch 76/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.2258 - lr: 6.2500e-04\n",
|
|
"Epoch 77/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.1311 - lr: 6.2500e-04\n",
|
|
"Epoch 78/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.0849 - lr: 6.2500e-04\n",
|
|
"Epoch 79/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.2272 - lr: 6.2500e-04\n",
|
|
"Epoch 80/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.1044 - lr: 6.2500e-04\n",
|
|
"Epoch 81/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0814 - lr: 6.2500e-04\n",
|
|
"Epoch 82/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2136 - lr: 6.2500e-04\n",
|
|
"Epoch 83/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0209 - lr: 6.2500e-04\n",
|
|
"Epoch 84/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2026 - lr: 6.2500e-04\n",
|
|
"Epoch 85/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0709 - lr: 6.2500e-04\n",
|
|
"Epoch 86/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.2205 - lr: 6.2500e-04\n",
|
|
"Epoch 87/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1009 - lr: 6.2500e-04\n",
|
|
"Epoch 88/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0085 - lr: 6.2500e-04\n",
|
|
"Epoch 89/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0424 - lr: 6.2500e-04\n",
|
|
"Epoch 90/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.1412 - lr: 6.2500e-04\n",
|
|
"Epoch 91/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.1702 - lr: 6.2500e-04\n",
|
|
"Epoch 92/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.1170 - lr: 6.2500e-04\n",
|
|
"Epoch 93/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2230 - lr: 6.2500e-04\n",
|
|
"Epoch 94/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1023 - lr: 6.2500e-04\n",
|
|
"Epoch 95/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.2213 - lr: 6.2500e-04\n",
|
|
"Epoch 96/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.0923 - lr: 6.2500e-04\n",
|
|
"Epoch 97/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0454 - lr: 6.2500e-04\n",
|
|
"Epoch 98/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.2172 - lr: 6.2500e-04\n",
|
|
"Epoch 99/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1217 - lr: 6.2500e-04\n",
|
|
"Epoch 100/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0606 - lr: 6.2500e-04\n",
|
|
"Epoch 101/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2075 - lr: 6.2500e-04\n",
|
|
"Epoch 102/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0625 - lr: 6.2500e-04\n",
|
|
"Epoch 103/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0298 - lr: 6.2500e-04\n",
|
|
"Epoch 104/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.1503 - lr: 6.2500e-04\n",
|
|
"Epoch 105/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0737 - lr: 6.2500e-04\n",
|
|
"Epoch 106/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0594 - lr: 6.2500e-04\n",
|
|
"Epoch 107/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.0100 - lr: 6.2500e-04\n",
|
|
"Epoch 108/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0538 - lr: 6.2500e-04\n",
|
|
"Epoch 109/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0421 - lr: 6.2500e-04\n",
|
|
"Epoch 110/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.1989 - lr: 6.2500e-04\n",
|
|
"Epoch 111/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.1871 - lr: 6.2500e-04\n",
|
|
"Epoch 112/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0633 - lr: 6.2500e-04\n",
|
|
"Epoch 113/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.1713 - lr: 6.2500e-04\n",
|
|
"Epoch 114/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.1781 - lr: 3.1250e-04\n",
|
|
"Epoch 115/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0732 - lr: 3.1250e-04\n",
|
|
"Epoch 116/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.1649 - lr: 3.1250e-04\n",
|
|
"Epoch 117/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0106 - lr: 3.1250e-04\n",
|
|
"Epoch 118/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0611 - lr: 3.1250e-04\n",
|
|
"Epoch 119/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0619 - lr: 3.1250e-04\n",
|
|
"Epoch 120/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1832 - lr: 3.1250e-04\n",
|
|
"Epoch 121/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0535 - lr: 3.1250e-04\n",
|
|
"Epoch 122/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1102 - lr: 3.1250e-04\n",
|
|
"Epoch 123/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0860 - lr: 3.1250e-04\n",
|
|
"Epoch 124/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0198 - lr: 3.1250e-04\n",
|
|
"Epoch 125/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.2174 - lr: 3.1250e-04\n",
|
|
"Epoch 126/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0330 - lr: 3.1250e-04\n",
|
|
"Epoch 127/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1957 - lr: 3.1250e-04\n",
|
|
"Epoch 128/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.2069 - lr: 3.1250e-04\n",
|
|
"Epoch 129/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1690 - lr: 3.1250e-04\n",
|
|
"Epoch 130/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1390 - lr: 3.1250e-04\n",
|
|
"Epoch 131/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.1432 - lr: 3.1250e-04\n",
|
|
"Epoch 132/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0339 - lr: 3.1250e-04\n",
|
|
"Epoch 133/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.2045 - lr: 3.1250e-04\n",
|
|
"Epoch 134/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.1591 - lr: 3.1250e-04\n",
|
|
"Epoch 135/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0776 - lr: 3.1250e-04\n",
|
|
"Epoch 136/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1097 - lr: 3.1250e-04\n",
|
|
"Epoch 137/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.2214 - lr: 3.1250e-04\n",
|
|
"Epoch 138/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1543 - lr: 3.1250e-04\n",
|
|
"Epoch 139/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.1395 - lr: 1.5625e-04\n",
|
|
"Epoch 140/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0382 - lr: 1.5625e-04\n",
|
|
"Epoch 141/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0535 - lr: 1.5625e-04\n",
|
|
"Epoch 142/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0217 - lr: 1.5625e-04\n",
|
|
"Epoch 143/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0644 - lr: 1.5625e-04\n",
|
|
"Epoch 144/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0395 - lr: 1.5625e-04\n",
|
|
"Epoch 145/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.1602 - lr: 1.5625e-04\n",
|
|
"Epoch 146/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0137 - lr: 1.5625e-04\n",
|
|
"Epoch 147/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.1149 - lr: 1.5625e-04\n",
|
|
"Epoch 148/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0616 - lr: 1.5625e-04\n",
|
|
"Epoch 149/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.2143 - lr: 1.5625e-04\n",
|
|
"Epoch 150/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0271 - lr: 1.5625e-04\n",
|
|
"Epoch 151/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0064 - lr: 1.5625e-04\n",
|
|
"Epoch 152/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.1151 - lr: 1.5625e-04\n",
|
|
"Epoch 153/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0403 - lr: 1.5625e-04\n",
|
|
"Epoch 154/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0201 - lr: 1.5625e-04\n",
|
|
"Epoch 155/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0599 - lr: 1.5625e-04\n",
|
|
"Epoch 156/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0073 - lr: 1.5625e-04\n",
|
|
"Epoch 157/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0226 - lr: 1.5625e-04\n",
|
|
"Epoch 158/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0438 - lr: 1.5625e-04\n",
|
|
"Epoch 159/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.1353 - lr: 1.5625e-04\n",
|
|
"Epoch 160/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0409 - lr: 1.5625e-04\n",
|
|
"Epoch 161/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0651 - lr: 1.5625e-04\n",
|
|
"Epoch 162/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0669 - lr: 1.5625e-04\n",
|
|
"Epoch 163/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0538 - lr: 1.5625e-04\n",
|
|
"Epoch 164/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0461 - lr: 1.5625e-04\n",
|
|
"Epoch 165/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.1081 - lr: 1.5625e-04\n",
|
|
"Epoch 166/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1461 - lr: 1.5625e-04\n",
|
|
"Epoch 167/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0188 - lr: 1.5625e-04\n",
|
|
"Epoch 168/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0296 - lr: 1.5625e-04\n",
|
|
"Epoch 169/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0263 - lr: 1.5625e-04\n",
|
|
"Epoch 170/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0560 - lr: 1.5625e-04\n",
|
|
"Epoch 171/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0078 - lr: 1.5625e-04\n",
|
|
"Epoch 172/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0404 - lr: 1.5625e-04\n",
|
|
"Epoch 173/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0942 - lr: 1.5625e-04\n",
|
|
"Epoch 174/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 175/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0717 - lr: 1.5625e-04\n",
|
|
"Epoch 176/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0399 - lr: 1.5625e-04\n",
|
|
"Epoch 177/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.0058 - lr: 7.8125e-05\n",
|
|
"Epoch 178/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0665 - lr: 7.8125e-05\n",
|
|
"Epoch 179/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0495 - lr: 7.8125e-05\n",
|
|
"Epoch 180/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0411 - lr: 7.8125e-05\n",
|
|
"Epoch 181/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0049 - lr: 7.8125e-05\n",
|
|
"Epoch 182/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0357 - lr: 7.8125e-05\n",
|
|
"Epoch 183/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0892 - lr: 7.8125e-05\n",
|
|
"Epoch 184/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0040 - lr: 7.8125e-05\n",
|
|
"Epoch 185/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0099 - lr: 7.8125e-05\n",
|
|
"Epoch 186/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0740 - lr: 7.8125e-05\n",
|
|
"Epoch 187/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0311 - lr: 7.8125e-05\n",
|
|
"Epoch 188/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0892 - lr: 7.8125e-05\n",
|
|
"Epoch 189/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0659 - lr: 7.8125e-05\n",
|
|
"Epoch 190/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.1175 - lr: 7.8125e-05\n",
|
|
"Epoch 191/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0773 - lr: 7.8125e-05\n",
|
|
"Epoch 192/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.1626 - lr: 7.8125e-05\n",
|
|
"Epoch 193/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0052 - lr: 7.8125e-05\n",
|
|
"Epoch 194/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0724 - lr: 7.8125e-05\n",
|
|
"Epoch 195/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0061 - lr: 7.8125e-05\n",
|
|
"Epoch 196/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0401 - lr: 7.8125e-05\n",
|
|
"Epoch 197/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.1298 - lr: 7.8125e-05\n",
|
|
"Epoch 198/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0253 - lr: 7.8125e-05\n",
|
|
"Epoch 199/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0041 - lr: 7.8125e-05\n",
|
|
"Epoch 200/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0706 - lr: 7.8125e-05\n",
|
|
"Epoch 201/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0038 - lr: 7.8125e-05\n",
|
|
"Epoch 202/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0137 - lr: 7.8125e-05\n",
|
|
"Epoch 203/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0173 - lr: 7.8125e-05\n",
|
|
"Epoch 204/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0670 - lr: 7.8125e-05\n",
|
|
"Epoch 205/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0203 - lr: 7.8125e-05\n",
|
|
"Epoch 206/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0700 - lr: 7.8125e-05\n",
|
|
"Epoch 207/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0637 - lr: 7.8125e-05\n",
|
|
"Epoch 208/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0296 - lr: 7.8125e-05\n",
|
|
"Epoch 209/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0279 - lr: 7.8125e-05\n",
|
|
"Epoch 210/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0077 - lr: 7.8125e-05\n",
|
|
"Epoch 211/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0663 - lr: 7.8125e-05\n",
|
|
"Epoch 212/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0337 - lr: 7.8125e-05\n",
|
|
"Epoch 213/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0132 - lr: 7.8125e-05\n",
|
|
"Epoch 214/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0080 - lr: 7.8125e-05\n",
|
|
"Epoch 215/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0095 - lr: 7.8125e-05\n",
|
|
"Epoch 216/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 217/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0069 - lr: 7.8125e-05\n",
|
|
"Epoch 218/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0540 - lr: 7.8125e-05\n",
|
|
"Epoch 219/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0767 - lr: 7.8125e-05\n",
|
|
"Epoch 220/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0206 - lr: 7.8125e-05\n",
|
|
"Epoch 221/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0100 - lr: 7.8125e-05\n",
|
|
"Epoch 222/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1665 - lr: 7.8125e-05\n",
|
|
"Epoch 223/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0066 - lr: 7.8125e-05\n",
|
|
"Epoch 224/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0098 - lr: 7.8125e-05\n",
|
|
"Epoch 225/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0183 - lr: 7.8125e-05\n",
|
|
"Epoch 226/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0051 - lr: 7.8125e-05\n",
|
|
"Epoch 227/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0080 - lr: 3.9062e-05\n",
|
|
"Epoch 228/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0082 - lr: 3.9062e-05\n",
|
|
"Epoch 229/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0034 - lr: 3.9062e-05\n",
|
|
"Epoch 230/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0062 - lr: 3.9062e-05\n",
|
|
"Epoch 231/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0038 - lr: 3.9062e-05\n",
|
|
"Epoch 232/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0057 - lr: 3.9062e-05\n",
|
|
"Epoch 233/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0153 - lr: 3.9062e-05\n",
|
|
"Epoch 234/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0066 - lr: 3.9062e-05\n",
|
|
"Epoch 235/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0147 - lr: 3.9062e-05\n",
|
|
"Epoch 236/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0081 - lr: 3.9062e-05\n",
|
|
"Epoch 237/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0173 - lr: 3.9062e-05\n",
|
|
"Epoch 238/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0122 - lr: 3.9062e-05\n",
|
|
"Epoch 239/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0420 - lr: 3.9062e-05\n",
|
|
"Epoch 240/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0075 - lr: 3.9062e-05\n",
|
|
"Epoch 241/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0322 - lr: 3.9062e-05\n",
|
|
"Epoch 242/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0043 - lr: 3.9062e-05\n",
|
|
"Epoch 243/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0236 - lr: 3.9062e-05\n",
|
|
"Epoch 244/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0296 - lr: 3.9062e-05\n",
|
|
"Epoch 245/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0146 - lr: 3.9062e-05\n",
|
|
"Epoch 246/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0239 - lr: 3.9062e-05\n",
|
|
"Epoch 247/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0037 - lr: 3.9062e-05\n",
|
|
"Epoch 248/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0545 - lr: 3.9062e-05\n",
|
|
"Epoch 249/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0609 - lr: 3.9062e-05\n",
|
|
"Epoch 250/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0113 - lr: 3.9062e-05\n",
|
|
"Epoch 251/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0430 - lr: 3.9062e-05\n",
|
|
"Epoch 252/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0247 - lr: 3.9062e-05\n",
|
|
"Epoch 253/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0042 - lr: 3.9062e-05\n",
|
|
"Epoch 254/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0185 - lr: 3.9062e-05\n",
|
|
"Epoch 255/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0119 - lr: 1.9531e-05\n",
|
|
"Epoch 256/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0030 - lr: 1.9531e-05\n",
|
|
"Epoch 257/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 1.9531e-05\n",
|
|
"Epoch 258/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0042 - lr: 1.9531e-05\n",
|
|
"Epoch 259/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0042 - lr: 1.9531e-05\n",
|
|
"Epoch 260/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0030 - lr: 1.9531e-05\n",
|
|
"Epoch 261/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0064 - lr: 1.9531e-05\n",
|
|
"Epoch 262/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0034 - lr: 1.9531e-05\n",
|
|
"Epoch 263/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0219 - lr: 1.9531e-05\n",
|
|
"Epoch 264/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 265/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 266/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0041 - lr: 1.9531e-05\n",
|
|
"Epoch 267/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0112 - lr: 1.9531e-05\n",
|
|
"Epoch 268/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0059 - lr: 1.9531e-05\n",
|
|
"Epoch 269/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 270/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0042 - lr: 1.9531e-05\n",
|
|
"Epoch 271/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 272/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0043 - lr: 1.9531e-05\n",
|
|
"Epoch 273/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0038 - lr: 1.9531e-05\n",
|
|
"Epoch 274/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 275/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 276/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0177 - lr: 1.9531e-05\n",
|
|
"Epoch 277/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0074 - lr: 1.9531e-05\n",
|
|
"Epoch 278/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0044 - lr: 1.9531e-05\n",
|
|
"Epoch 279/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0066 - lr: 1.9531e-05\n",
|
|
"Epoch 280/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0082 - lr: 1.9531e-05\n",
|
|
"Epoch 281/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0080 - lr: 1.9531e-05\n",
|
|
"Epoch 282/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 283/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 284/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.7656e-06\n",
|
|
"Epoch 285/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 286/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0060 - lr: 9.7656e-06\n",
|
|
"Epoch 287/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 288/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 289/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0084 - lr: 9.7656e-06\n",
|
|
"Epoch 290/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.7656e-06\n",
|
|
"Epoch 291/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0101 - lr: 9.7656e-06\n",
|
|
"Epoch 292/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0107 - lr: 9.7656e-06\n",
|
|
"Epoch 293/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0051 - lr: 9.7656e-06\n",
|
|
"Epoch 294/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 295/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0036 - lr: 9.7656e-06\n",
|
|
"Epoch 296/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0115 - lr: 9.7656e-06\n",
|
|
"Epoch 297/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0042 - lr: 9.7656e-06\n",
|
|
"Epoch 298/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0049 - lr: 9.7656e-06\n",
|
|
"Epoch 299/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 300/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.7656e-06\n",
|
|
"Epoch 301/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 302/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0038 - lr: 9.7656e-06\n",
|
|
"Epoch 303/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0038 - lr: 9.7656e-06\n",
|
|
"Epoch 304/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 305/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0033 - lr: 9.7656e-06\n",
|
|
"Epoch 306/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 307/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0046 - lr: 9.7656e-06\n",
|
|
"Epoch 308/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 309/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.7656e-06\n",
|
|
"Epoch 310/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0033 - lr: 9.7656e-06\n",
|
|
"Epoch 311/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0043 - lr: 9.7656e-06\n",
|
|
"Epoch 312/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0035 - lr: 9.7656e-06\n",
|
|
"Epoch 313/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 314/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0254 - lr: 9.7656e-06\n",
|
|
"Epoch 315/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0106 - lr: 9.7656e-06\n",
|
|
"Epoch 316/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 317/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 318/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0039 - lr: 9.7656e-06\n",
|
|
"Epoch 319/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 320/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 321/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0053 - lr: 9.7656e-06\n",
|
|
"Epoch 322/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 323/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 324/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0035 - lr: 9.7656e-06\n",
|
|
"Epoch 325/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 326/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 327/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0036 - lr: 4.8828e-06\n",
|
|
"Epoch 328/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 329/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 330/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 331/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.8828e-06\n",
|
|
"Epoch 332/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 333/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 334/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 335/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0033 - lr: 4.8828e-06\n",
|
|
"Epoch 336/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 337/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0035 - lr: 4.8828e-06\n",
|
|
"Epoch 338/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 339/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 340/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 341/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 342/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0036 - lr: 4.8828e-06\n",
|
|
"Epoch 343/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 344/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 345/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 346/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.8828e-06\n",
|
|
"Epoch 347/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 348/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 349/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0039 - lr: 4.8828e-06\n",
|
|
"Epoch 350/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 351/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 352/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 353/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 354/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 355/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 356/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 357/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 358/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 359/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 360/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 361/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 362/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 363/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 364/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 365/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 366/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 367/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 368/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 369/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 370/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 371/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 372/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 373/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 374/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 375/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 376/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 377/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 378/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 379/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 380/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 381/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 382/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 383/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 384/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 385/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 386/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 387/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 388/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 389/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 390/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0031 - lr: 2.4414e-06\n",
|
|
"Epoch 391/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 392/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 393/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 394/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 395/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 396/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 397/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 398/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 399/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 400/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 401/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 402/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 403/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 404/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 405/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 406/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 407/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 408/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 409/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 410/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 411/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 412/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 413/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 414/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 415/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 416/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 417/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 418/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 419/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 420/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 421/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 422/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 423/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 424/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 425/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 426/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 427/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 428/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 429/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 430/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 431/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 432/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 433/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 434/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 435/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 436/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 437/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 438/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 439/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 440/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 441/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 442/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 443/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 444/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 445/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 446/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 447/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 448/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 449/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 450/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 451/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 452/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 453/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 454/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 455/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 456/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 457/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 458/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 459/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 460/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 461/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 462/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 463/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 464/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 465/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 466/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 467/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 468/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 469/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 470/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 471/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 472/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 473/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 474/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 475/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 476/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 477/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 478/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 479/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 480/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 481/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 482/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 483/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 484/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 485/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 486/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 487/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 488/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 489/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 490/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 491/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 492/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 493/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 494/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 495/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 496/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 497/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 498/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 499/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 500/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 501/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 502/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 503/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 504/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 505/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 506/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 507/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 508/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 509/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 510/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 511/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 512/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 513/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 514/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 515/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 516/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 517/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 518/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 519/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 520/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 521/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 522/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 523/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 524/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 525/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 526/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 527/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 528/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 529/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 530/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 531/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 532/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 533/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 534/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 535/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 536/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 537/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 538/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 539/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 540/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 541/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 542/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 543/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 544/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 545/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 546/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 547/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 548/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 549/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 550/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 551/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 552/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 553/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 554/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 555/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 556/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 557/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 558/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 559/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 560/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 561/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 562/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 563/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 564/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 565/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 566/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 567/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 568/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 569/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 570/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 571/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 572/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 573/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 574/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 575/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 576/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 577/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 578/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 579/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 580/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
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"Epoch 581/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 582/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
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"Epoch 583/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 584/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 585/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 586/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 587/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 588/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 589/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 590/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 591/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 592/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 593/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 594/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 595/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 596/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 597/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 598/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 599/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 600/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 601/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 602/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 603/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 604/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 605/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 606/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 607/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 608/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 609/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 610/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 611/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 612/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 613/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 614/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 615/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 616/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 617/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 618/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 619/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 620/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 621/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 622/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 623/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 624/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 625/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 626/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 627/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 628/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 629/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 630/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 631/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 632/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 633/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 634/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 635/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 636/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 637/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 638/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 639/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 640/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 641/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 642/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 643/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 644/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 645/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 646/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 647/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 648/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 649/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 650/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 651/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 652/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 653/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 654/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 655/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 656/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 657/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 658/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 659/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 660/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 661/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3842e-09\n",
|
|
"Epoch 662/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 663/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 664/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 665/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 666/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 667/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 668/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 669/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 670/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 671/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 672/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 673/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 674/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 675/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 676/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 677/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 678/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 679/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 680/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 681/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 682/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 683/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 684/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 685/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 686/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1921e-09\n",
|
|
"Epoch 687/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 688/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 689/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 690/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 691/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 692/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 693/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 694/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 695/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 696/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 697/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 698/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 699/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 700/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 701/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 702/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 703/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 704/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 705/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 706/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 707/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 708/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 709/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 710/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 711/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.9605e-10\n",
|
|
"Epoch 712/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 713/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 714/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 715/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 716/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 717/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 718/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 719/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 720/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 721/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 722/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 723/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 724/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 725/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 726/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 727/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 728/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 729/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 730/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 731/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 732/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 733/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 734/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 735/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 736/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9802e-10\n",
|
|
"Epoch 737/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 738/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 739/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 740/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 741/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 742/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 743/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 744/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 745/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 746/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 747/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 748/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 749/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 750/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 751/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 752/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 753/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 754/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 755/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 756/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 757/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 758/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 759/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 760/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 761/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4901e-10\n",
|
|
"Epoch 762/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 763/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 764/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 765/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 766/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 767/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 768/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 769/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 770/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 771/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 772/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 773/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 774/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 775/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 776/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 777/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 778/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 779/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 780/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 781/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 782/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 783/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 784/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 785/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 786/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.4506e-11\n",
|
|
"Epoch 787/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 788/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 789/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 790/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 791/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 792/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 793/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 794/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 795/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 796/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 797/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 798/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 799/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 800/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 801/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 802/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 803/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 804/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 805/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 806/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 807/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 808/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 809/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 810/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 811/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.7253e-11\n",
|
|
"Epoch 812/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 813/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 814/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 815/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 816/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 817/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 818/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 819/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 820/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 821/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 822/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 823/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 824/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 825/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 826/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 827/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 828/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 829/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 830/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 831/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 832/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 833/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 834/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 835/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 836/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.8626e-11\n",
|
|
"Epoch 837/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 838/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 839/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 840/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 841/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 842/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 843/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 844/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 845/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 846/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 847/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 848/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 849/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 850/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 851/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 852/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 853/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 854/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 855/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 856/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 857/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 858/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 859/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 860/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 861/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.3132e-12\n",
|
|
"Epoch 862/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 863/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 864/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 865/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 866/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 867/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 868/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 869/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 870/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 871/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 872/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 873/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 874/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 875/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 876/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 877/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 878/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 879/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 880/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 881/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 882/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 883/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 884/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 885/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 886/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.6566e-12\n",
|
|
"Epoch 887/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 888/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 889/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 890/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 891/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 892/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 893/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 894/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 895/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 896/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 897/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 898/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 899/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 900/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 901/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 902/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 903/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 904/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 905/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 906/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 907/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 908/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 909/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 910/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 911/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.3283e-12\n",
|
|
"Epoch 912/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 913/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 914/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 915/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 916/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 917/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 918/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 919/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 920/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 921/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 922/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 923/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 924/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 925/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 926/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 927/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 928/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 929/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 930/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 931/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 932/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 933/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 934/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 935/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 936/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.1642e-12\n",
|
|
"Epoch 937/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 938/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 939/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 940/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 941/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 942/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 943/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 944/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 945/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 946/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 947/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 948/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 949/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 950/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 951/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 952/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 953/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 954/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 955/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 956/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 957/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 958/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 959/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 960/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 961/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 5.8208e-13\n",
|
|
"Epoch 962/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 963/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 964/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 965/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 966/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 967/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 968/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 969/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 970/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 971/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 972/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 973/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 974/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 975/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 976/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 977/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 978/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 979/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 980/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 981/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 982/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 983/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 984/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 985/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 986/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 2.9104e-13\n",
|
|
"Epoch 987/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 988/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 989/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 990/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 991/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 992/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 993/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 994/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 995/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 996/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 997/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 998/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 999/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1000/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1001/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1002/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1003/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1004/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1005/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1006/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1007/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1008/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1009/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1010/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1011/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.4552e-13\n",
|
|
"Epoch 1012/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.2760e-14\n",
|
|
"Epoch 1013/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.2760e-14\n",
|
|
"Epoch 1014/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.2760e-14\n",
|
|
"Epoch 1015/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.2760e-14\n",
|
|
"Epoch 1016/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0024 - lr: 7.2760e-14\n",
|
|
"Epoch 1017/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.2760e-14\n",
|
|
"Epoch 1018/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.2760e-14\n",
|
|
"Epoch 1019/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.2760e-14\n",
|
|
"Epoch 1020/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.2760e-14\n",
|
|
"Epoch 1021/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.2760e-14\n",
|
|
"Epoch 1022/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.2760e-14\n",
|
|
"Epoch 1023/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.2760e-14\n",
|
|
"Epoch 1024/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.2760e-14\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"epoch, batch_size = 1024, 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": 5,
|
|
"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": 6,
|
|
"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": 7,
|
|
"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": 21,
|
|
"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(0.20, 0.35)\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, 0.252), c='b')\n",
|
|
"ax.annotate(\"5-layer\", (540, 0.230), c='r')\n",
|
|
"plt.legend(loc=3)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# plt.savefig(fname=\"fig1.png\", dpi=300)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"shortcut5, shortcut11 = ShortCut5(input_shape=(1, 102)), ShortCut11(input_shape=(1, 102))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch 1/1024\n",
|
|
"90/90 [==============================] - 4s 10ms/step - loss: 0.0195 - val_loss: 0.0297 - lr: 0.0025\n",
|
|
"Epoch 2/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0109 - val_loss: 0.0370 - lr: 0.0025\n",
|
|
"Epoch 3/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0086 - val_loss: 0.0330 - lr: 0.0025\n",
|
|
"Epoch 4/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0070 - val_loss: 0.0620 - lr: 0.0025\n",
|
|
"Epoch 5/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0058 - val_loss: 0.0435 - lr: 0.0025\n",
|
|
"Epoch 6/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0052 - val_loss: 0.0888 - lr: 0.0025\n",
|
|
"Epoch 7/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0048 - val_loss: 0.2214 - lr: 0.0025\n",
|
|
"Epoch 8/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0046 - val_loss: 0.3246 - lr: 0.0025\n",
|
|
"Epoch 9/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0046 - val_loss: 0.0465 - lr: 0.0025\n",
|
|
"Epoch 10/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0043 - val_loss: 0.2278 - lr: 0.0025\n",
|
|
"Epoch 11/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0043 - val_loss: 0.1194 - lr: 0.0025\n",
|
|
"Epoch 12/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0044 - val_loss: 0.2280 - lr: 0.0025\n",
|
|
"Epoch 13/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0041 - val_loss: 0.1382 - lr: 0.0025\n",
|
|
"Epoch 14/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0041 - val_loss: 0.2272 - lr: 0.0025\n",
|
|
"Epoch 15/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0041 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 16/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0039 - val_loss: 0.1941 - lr: 0.0025\n",
|
|
"Epoch 17/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0041 - val_loss: 0.0935 - lr: 0.0025\n",
|
|
"Epoch 18/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0040 - val_loss: 0.2019 - lr: 0.0025\n",
|
|
"Epoch 19/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0040 - val_loss: 0.0174 - lr: 0.0025\n",
|
|
"Epoch 20/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0039 - val_loss: 0.2676 - lr: 0.0025\n",
|
|
"Epoch 21/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0038 - val_loss: 0.2173 - lr: 0.0025\n",
|
|
"Epoch 22/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0040 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 23/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0039 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 24/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0037 - val_loss: 0.0514 - lr: 0.0025\n",
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"Epoch 25/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0039 - val_loss: 0.2520 - lr: 0.0025\n",
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"Epoch 26/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.2222 - lr: 0.0025\n",
|
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"Epoch 27/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0040 - val_loss: 0.3297 - lr: 0.0025\n",
|
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"Epoch 28/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0038 - val_loss: 0.1340 - lr: 0.0025\n",
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"Epoch 29/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0037 - val_loss: 0.0273 - lr: 0.0025\n",
|
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"Epoch 30/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0037 - val_loss: 0.3298 - lr: 0.0025\n",
|
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"Epoch 31/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0037 - val_loss: 0.0410 - lr: 0.0025\n",
|
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"Epoch 32/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.0883 - lr: 0.0025\n",
|
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"Epoch 33/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0037 - val_loss: 0.3284 - lr: 0.0025\n",
|
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"Epoch 34/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.2029 - lr: 0.0025\n",
|
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"Epoch 35/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.0360 - lr: 0.0025\n",
|
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"Epoch 36/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.3175 - lr: 0.0025\n",
|
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"Epoch 37/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.1809 - lr: 0.0025\n",
|
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"Epoch 38/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.1148 - lr: 0.0025\n",
|
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"Epoch 39/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.2283 - lr: 0.0025\n",
|
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"Epoch 40/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.3138 - lr: 0.0025\n",
|
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"Epoch 41/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.3298 - lr: 0.0025\n",
|
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"Epoch 42/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.2283 - lr: 0.0025\n",
|
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"Epoch 43/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.2283 - lr: 0.0025\n",
|
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"Epoch 44/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.2282 - lr: 0.0025\n",
|
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"Epoch 45/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.2875 - lr: 0.0012\n",
|
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"Epoch 46/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.2156 - lr: 0.0012\n",
|
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"Epoch 47/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0533 - lr: 0.0012\n",
|
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"Epoch 48/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.1087 - lr: 0.0012\n",
|
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"Epoch 49/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.2220 - lr: 0.0012\n",
|
|
"Epoch 50/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.2272 - lr: 0.0012\n",
|
|
"Epoch 51/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.1670 - lr: 0.0012\n",
|
|
"Epoch 52/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.3269 - lr: 0.0012\n",
|
|
"Epoch 53/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0177 - lr: 0.0012\n",
|
|
"Epoch 54/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.2521 - lr: 0.0012\n",
|
|
"Epoch 55/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.0512 - lr: 0.0012\n",
|
|
"Epoch 56/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.3245 - lr: 0.0012\n",
|
|
"Epoch 57/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0906 - lr: 0.0012\n",
|
|
"Epoch 58/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.2182 - lr: 0.0012\n",
|
|
"Epoch 59/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.2260 - lr: 0.0012\n",
|
|
"Epoch 60/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.3298 - lr: 0.0012\n",
|
|
"Epoch 61/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.1333 - lr: 0.0012\n",
|
|
"Epoch 62/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.2599 - lr: 0.0012\n",
|
|
"Epoch 63/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.1539 - lr: 0.0012\n",
|
|
"Epoch 64/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.0798 - lr: 0.0012\n",
|
|
"Epoch 65/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.2688 - lr: 0.0012\n",
|
|
"Epoch 66/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.2283 - lr: 0.0012\n",
|
|
"Epoch 67/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.2283 - lr: 0.0012\n",
|
|
"Epoch 68/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0379 - lr: 0.0012\n",
|
|
"Epoch 69/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0695 - lr: 0.0012\n",
|
|
"Epoch 70/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0156 - lr: 6.2500e-04\n",
|
|
"Epoch 71/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0210 - lr: 6.2500e-04\n",
|
|
"Epoch 72/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0291 - lr: 6.2500e-04\n",
|
|
"Epoch 73/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.2244 - lr: 6.2500e-04\n",
|
|
"Epoch 74/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0190 - lr: 6.2500e-04\n",
|
|
"Epoch 75/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.1604 - lr: 6.2500e-04\n",
|
|
"Epoch 76/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.2149 - lr: 6.2500e-04\n",
|
|
"Epoch 77/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0212 - lr: 6.2500e-04\n",
|
|
"Epoch 78/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0032 - val_loss: 0.1042 - lr: 6.2500e-04\n",
|
|
"Epoch 79/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0031 - val_loss: 0.0085 - lr: 6.2500e-04\n",
|
|
"Epoch 80/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.0413 - lr: 6.2500e-04\n",
|
|
"Epoch 81/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.0653 - lr: 6.2500e-04\n",
|
|
"Epoch 82/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.2282 - lr: 6.2500e-04\n",
|
|
"Epoch 83/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.0836 - lr: 6.2500e-04\n",
|
|
"Epoch 84/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.1258 - lr: 6.2500e-04\n",
|
|
"Epoch 85/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0301 - lr: 6.2500e-04\n",
|
|
"Epoch 86/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.2199 - lr: 6.2500e-04\n",
|
|
"Epoch 87/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.1088 - lr: 6.2500e-04\n",
|
|
"Epoch 88/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0029 - val_loss: 0.0094 - lr: 6.2500e-04\n",
|
|
"Epoch 89/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0029 - val_loss: 0.0220 - lr: 6.2500e-04\n",
|
|
"Epoch 90/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.0257 - lr: 6.2500e-04\n",
|
|
"Epoch 91/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.0696 - lr: 6.2500e-04\n",
|
|
"Epoch 92/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.1374 - lr: 6.2500e-04\n",
|
|
"Epoch 93/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.2231 - lr: 6.2500e-04\n",
|
|
"Epoch 94/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0269 - lr: 6.2500e-04\n",
|
|
"Epoch 95/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0343 - lr: 6.2500e-04\n",
|
|
"Epoch 96/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.1531 - lr: 6.2500e-04\n",
|
|
"Epoch 97/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0030 - val_loss: 0.0299 - lr: 6.2500e-04\n",
|
|
"Epoch 98/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.2062 - lr: 6.2500e-04\n",
|
|
"Epoch 99/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.2226 - lr: 6.2500e-04\n",
|
|
"Epoch 100/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0701 - lr: 6.2500e-04\n",
|
|
"Epoch 101/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.1848 - lr: 6.2500e-04\n",
|
|
"Epoch 102/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.3011 - lr: 6.2500e-04\n",
|
|
"Epoch 103/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.2562 - lr: 6.2500e-04\n",
|
|
"Epoch 104/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.2283 - lr: 6.2500e-04\n",
|
|
"Epoch 105/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.2353 - lr: 3.1250e-04\n",
|
|
"Epoch 106/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.1139 - lr: 3.1250e-04\n",
|
|
"Epoch 107/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.0899 - lr: 3.1250e-04\n",
|
|
"Epoch 108/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.2199 - lr: 3.1250e-04\n",
|
|
"Epoch 109/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0147 - lr: 3.1250e-04\n",
|
|
"Epoch 110/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.0834 - lr: 3.1250e-04\n",
|
|
"Epoch 111/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0835 - lr: 3.1250e-04\n",
|
|
"Epoch 112/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0316 - lr: 3.1250e-04\n",
|
|
"Epoch 113/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.0823 - lr: 3.1250e-04\n",
|
|
"Epoch 114/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.2274 - lr: 3.1250e-04\n",
|
|
"Epoch 115/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.2280 - lr: 3.1250e-04\n",
|
|
"Epoch 116/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0320 - lr: 3.1250e-04\n",
|
|
"Epoch 117/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0174 - lr: 3.1250e-04\n",
|
|
"Epoch 118/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0277 - lr: 3.1250e-04\n",
|
|
"Epoch 119/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0437 - lr: 3.1250e-04\n",
|
|
"Epoch 120/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.1598 - lr: 3.1250e-04\n",
|
|
"Epoch 121/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.2444 - lr: 3.1250e-04\n",
|
|
"Epoch 122/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.1991 - lr: 3.1250e-04\n",
|
|
"Epoch 123/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0534 - lr: 3.1250e-04\n",
|
|
"Epoch 124/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0251 - lr: 3.1250e-04\n",
|
|
"Epoch 125/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.2141 - lr: 3.1250e-04\n",
|
|
"Epoch 126/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.1780 - lr: 3.1250e-04\n",
|
|
"Epoch 127/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.2615 - lr: 3.1250e-04\n",
|
|
"Epoch 128/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.1767 - lr: 3.1250e-04\n",
|
|
"Epoch 129/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.1494 - lr: 3.1250e-04\n",
|
|
"Epoch 130/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.1642 - lr: 1.5625e-04\n",
|
|
"Epoch 131/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0029 - val_loss: 0.0357 - lr: 1.5625e-04\n",
|
|
"Epoch 132/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.0114 - lr: 1.5625e-04\n",
|
|
"Epoch 133/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.1975 - lr: 1.5625e-04\n",
|
|
"Epoch 134/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0082 - lr: 1.5625e-04\n",
|
|
"Epoch 135/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0429 - lr: 1.5625e-04\n",
|
|
"Epoch 136/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.1657 - lr: 1.5625e-04\n",
|
|
"Epoch 137/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.1234 - lr: 1.5625e-04\n",
|
|
"Epoch 138/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.1229 - lr: 1.5625e-04\n",
|
|
"Epoch 139/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.1464 - lr: 1.5625e-04\n",
|
|
"Epoch 140/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0584 - lr: 1.5625e-04\n",
|
|
"Epoch 141/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0146 - lr: 1.5625e-04\n",
|
|
"Epoch 142/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.2003 - lr: 1.5625e-04\n",
|
|
"Epoch 143/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0729 - lr: 1.5625e-04\n",
|
|
"Epoch 144/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0697 - lr: 1.5625e-04\n",
|
|
"Epoch 145/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.1580 - lr: 1.5625e-04\n",
|
|
"Epoch 146/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0101 - lr: 1.5625e-04\n",
|
|
"Epoch 147/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.1077 - lr: 1.5625e-04\n",
|
|
"Epoch 148/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0365 - lr: 1.5625e-04\n",
|
|
"Epoch 149/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.1028 - lr: 1.5625e-04\n",
|
|
"Epoch 150/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0120 - lr: 1.5625e-04\n",
|
|
"Epoch 151/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0861 - lr: 1.5625e-04\n",
|
|
"Epoch 152/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.1588 - lr: 1.5625e-04\n",
|
|
"Epoch 153/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.2174 - lr: 1.5625e-04\n",
|
|
"Epoch 154/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0600 - lr: 1.5625e-04\n",
|
|
"Epoch 155/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0097 - lr: 1.5625e-04\n",
|
|
"Epoch 156/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.0664 - lr: 1.5625e-04\n",
|
|
"Epoch 157/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.1178 - lr: 1.5625e-04\n",
|
|
"Epoch 158/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0619 - lr: 1.5625e-04\n",
|
|
"Epoch 159/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.1825 - lr: 1.5625e-04\n",
|
|
"Epoch 160/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0445 - lr: 7.8125e-05\n",
|
|
"Epoch 161/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0485 - lr: 7.8125e-05\n",
|
|
"Epoch 162/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0153 - lr: 7.8125e-05\n",
|
|
"Epoch 163/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0232 - lr: 7.8125e-05\n",
|
|
"Epoch 164/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0112 - lr: 7.8125e-05\n",
|
|
"Epoch 165/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0351 - lr: 7.8125e-05\n",
|
|
"Epoch 166/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.1672 - lr: 7.8125e-05\n",
|
|
"Epoch 167/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0430 - lr: 7.8125e-05\n",
|
|
"Epoch 168/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0430 - lr: 7.8125e-05\n",
|
|
"Epoch 169/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0141 - lr: 7.8125e-05\n",
|
|
"Epoch 170/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0203 - lr: 7.8125e-05\n",
|
|
"Epoch 171/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0429 - lr: 7.8125e-05\n",
|
|
"Epoch 172/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0562 - lr: 7.8125e-05\n",
|
|
"Epoch 173/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0488 - lr: 7.8125e-05\n",
|
|
"Epoch 174/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0104 - lr: 7.8125e-05\n",
|
|
"Epoch 175/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0348 - lr: 7.8125e-05\n",
|
|
"Epoch 176/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0062 - lr: 7.8125e-05\n",
|
|
"Epoch 177/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0116 - lr: 7.8125e-05\n",
|
|
"Epoch 178/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.1433 - lr: 7.8125e-05\n",
|
|
"Epoch 179/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.1371 - lr: 7.8125e-05\n",
|
|
"Epoch 180/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0297 - lr: 7.8125e-05\n",
|
|
"Epoch 181/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0768 - lr: 7.8125e-05\n",
|
|
"Epoch 182/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0103 - lr: 7.8125e-05\n",
|
|
"Epoch 183/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0296 - lr: 7.8125e-05\n",
|
|
"Epoch 184/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0487 - lr: 7.8125e-05\n",
|
|
"Epoch 185/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0026 - val_loss: 0.1229 - lr: 7.8125e-05\n",
|
|
"Epoch 186/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.0871 - lr: 7.8125e-05\n",
|
|
"Epoch 187/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0050 - lr: 7.8125e-05\n",
|
|
"Epoch 188/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0053 - lr: 7.8125e-05\n",
|
|
"Epoch 189/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.1140 - lr: 7.8125e-05\n",
|
|
"Epoch 190/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0748 - lr: 7.8125e-05\n",
|
|
"Epoch 191/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0329 - lr: 7.8125e-05\n",
|
|
"Epoch 192/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0105 - lr: 7.8125e-05\n",
|
|
"Epoch 193/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0139 - lr: 7.8125e-05\n",
|
|
"Epoch 194/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0366 - lr: 7.8125e-05\n",
|
|
"Epoch 195/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0204 - lr: 7.8125e-05\n",
|
|
"Epoch 196/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0087 - lr: 7.8125e-05\n",
|
|
"Epoch 197/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.1418 - lr: 7.8125e-05\n",
|
|
"Epoch 198/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0796 - lr: 7.8125e-05\n",
|
|
"Epoch 199/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0328 - lr: 7.8125e-05\n",
|
|
"Epoch 200/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0208 - lr: 7.8125e-05\n",
|
|
"Epoch 201/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0210 - lr: 7.8125e-05\n",
|
|
"Epoch 202/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0412 - lr: 7.8125e-05\n",
|
|
"Epoch 203/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0076 - lr: 7.8125e-05\n",
|
|
"Epoch 204/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0296 - lr: 7.8125e-05\n",
|
|
"Epoch 205/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0140 - lr: 7.8125e-05\n",
|
|
"Epoch 206/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0615 - lr: 7.8125e-05\n",
|
|
"Epoch 207/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.1182 - lr: 7.8125e-05\n",
|
|
"Epoch 208/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0331 - lr: 7.8125e-05\n",
|
|
"Epoch 209/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.1527 - lr: 7.8125e-05\n",
|
|
"Epoch 210/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0095 - lr: 7.8125e-05\n",
|
|
"Epoch 211/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0873 - lr: 7.8125e-05\n",
|
|
"Epoch 212/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0052 - lr: 7.8125e-05\n",
|
|
"Epoch 213/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0353 - lr: 3.9062e-05\n",
|
|
"Epoch 214/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0252 - lr: 3.9062e-05\n",
|
|
"Epoch 215/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0057 - lr: 3.9062e-05\n",
|
|
"Epoch 216/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0038 - lr: 3.9062e-05\n",
|
|
"Epoch 217/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0058 - lr: 3.9062e-05\n",
|
|
"Epoch 218/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0114 - lr: 3.9062e-05\n",
|
|
"Epoch 219/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0025 - val_loss: 0.0033 - lr: 3.9062e-05\n",
|
|
"Epoch 220/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0267 - lr: 3.9062e-05\n",
|
|
"Epoch 221/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0051 - lr: 3.9062e-05\n",
|
|
"Epoch 222/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.0457 - lr: 3.9062e-05\n",
|
|
"Epoch 223/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0413 - lr: 3.9062e-05\n",
|
|
"Epoch 224/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0049 - lr: 3.9062e-05\n",
|
|
"Epoch 225/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0189 - lr: 3.9062e-05\n",
|
|
"Epoch 226/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0044 - lr: 3.9062e-05\n",
|
|
"Epoch 227/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0491 - lr: 3.9062e-05\n",
|
|
"Epoch 228/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0260 - lr: 3.9062e-05\n",
|
|
"Epoch 229/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0130 - lr: 3.9062e-05\n",
|
|
"Epoch 230/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0046 - lr: 3.9062e-05\n",
|
|
"Epoch 231/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0046 - lr: 3.9062e-05\n",
|
|
"Epoch 232/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0312 - lr: 3.9062e-05\n",
|
|
"Epoch 233/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0403 - lr: 3.9062e-05\n",
|
|
"Epoch 234/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0244 - lr: 3.9062e-05\n",
|
|
"Epoch 235/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0044 - lr: 3.9062e-05\n",
|
|
"Epoch 236/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0088 - lr: 3.9062e-05\n",
|
|
"Epoch 237/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0069 - lr: 3.9062e-05\n",
|
|
"Epoch 238/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0058 - lr: 3.9062e-05\n",
|
|
"Epoch 239/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0083 - lr: 3.9062e-05\n",
|
|
"Epoch 240/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0048 - lr: 3.9062e-05\n",
|
|
"Epoch 241/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0068 - lr: 3.9062e-05\n",
|
|
"Epoch 242/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0069 - lr: 3.9062e-05\n",
|
|
"Epoch 243/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0050 - lr: 3.9062e-05\n",
|
|
"Epoch 244/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0190 - lr: 3.9062e-05\n",
|
|
"Epoch 245/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0029 - lr: 1.9531e-05\n",
|
|
"Epoch 246/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.9531e-05\n",
|
|
"Epoch 247/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0038 - lr: 1.9531e-05\n",
|
|
"Epoch 248/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0065 - lr: 1.9531e-05\n",
|
|
"Epoch 249/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0029 - lr: 1.9531e-05\n",
|
|
"Epoch 250/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0039 - lr: 1.9531e-05\n",
|
|
"Epoch 251/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0066 - lr: 1.9531e-05\n",
|
|
"Epoch 252/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0060 - lr: 1.9531e-05\n",
|
|
"Epoch 253/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0054 - lr: 1.9531e-05\n",
|
|
"Epoch 254/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0045 - lr: 1.9531e-05\n",
|
|
"Epoch 255/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0135 - lr: 1.9531e-05\n",
|
|
"Epoch 256/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0044 - lr: 1.9531e-05\n",
|
|
"Epoch 257/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0035 - lr: 1.9531e-05\n",
|
|
"Epoch 258/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0088 - lr: 1.9531e-05\n",
|
|
"Epoch 259/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0055 - lr: 1.9531e-05\n",
|
|
"Epoch 260/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0033 - lr: 1.9531e-05\n",
|
|
"Epoch 261/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0239 - lr: 1.9531e-05\n",
|
|
"Epoch 262/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 263/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0057 - lr: 1.9531e-05\n",
|
|
"Epoch 264/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0030 - lr: 1.9531e-05\n",
|
|
"Epoch 265/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0027 - lr: 1.9531e-05\n",
|
|
"Epoch 266/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0060 - lr: 1.9531e-05\n",
|
|
"Epoch 267/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 268/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0117 - lr: 1.9531e-05\n",
|
|
"Epoch 269/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 270/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0121 - lr: 1.9531e-05\n",
|
|
"Epoch 271/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0108 - lr: 1.9531e-05\n",
|
|
"Epoch 272/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0042 - lr: 9.7656e-06\n",
|
|
"Epoch 273/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0055 - lr: 9.7656e-06\n",
|
|
"Epoch 274/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 275/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 276/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0025 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 277/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 278/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 279/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0025 - val_loss: 0.0042 - lr: 9.7656e-06\n",
|
|
"Epoch 280/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 281/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0026 - val_loss: 0.0047 - lr: 9.7656e-06\n",
|
|
"Epoch 282/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 283/1024\n",
|
|
"90/90 [==============================] - 1s 9ms/step - loss: 0.0027 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 284/1024\n",
|
|
"90/90 [==============================] - 1s 10ms/step - loss: 0.0026 - val_loss: 0.0036 - lr: 9.7656e-06\n",
|
|
"Epoch 285/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0068 - lr: 9.7656e-06\n",
|
|
"Epoch 286/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 287/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 288/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 289/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 290/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 9.7656e-06\n",
|
|
"Epoch 291/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 9.7656e-06\n",
|
|
"Epoch 292/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 293/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0111 - lr: 9.7656e-06\n",
|
|
"Epoch 294/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 295/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0038 - lr: 9.7656e-06\n",
|
|
"Epoch 296/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0106 - lr: 9.7656e-06\n",
|
|
"Epoch 297/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0050 - lr: 9.7656e-06\n",
|
|
"Epoch 298/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.7656e-06\n",
|
|
"Epoch 299/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 300/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0045 - lr: 9.7656e-06\n",
|
|
"Epoch 301/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0089 - lr: 9.7656e-06\n",
|
|
"Epoch 302/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0053 - lr: 9.7656e-06\n",
|
|
"Epoch 303/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 304/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 305/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 9.7656e-06\n",
|
|
"Epoch 306/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 307/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 308/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 309/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0035 - lr: 9.7656e-06\n",
|
|
"Epoch 310/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0054 - lr: 9.7656e-06\n",
|
|
"Epoch 311/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 312/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 313/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0063 - lr: 9.7656e-06\n",
|
|
"Epoch 314/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 315/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 316/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0025 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 317/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 318/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 319/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0043 - lr: 9.7656e-06\n",
|
|
"Epoch 320/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0040 - lr: 9.7656e-06\n",
|
|
"Epoch 321/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 322/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0050 - lr: 9.7656e-06\n",
|
|
"Epoch 323/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 324/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0037 - lr: 4.8828e-06\n",
|
|
"Epoch 325/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.8828e-06\n",
|
|
"Epoch 326/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.8828e-06\n",
|
|
"Epoch 327/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 328/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 329/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 330/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 331/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 332/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.8828e-06\n",
|
|
"Epoch 333/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.8828e-06\n",
|
|
"Epoch 334/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 335/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 336/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0036 - lr: 4.8828e-06\n",
|
|
"Epoch 337/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 338/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 339/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0038 - lr: 4.8828e-06\n",
|
|
"Epoch 340/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 341/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 342/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 343/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 344/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 345/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 346/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 347/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 348/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.8828e-06\n",
|
|
"Epoch 349/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 350/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 351/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 352/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 353/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 354/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 355/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 356/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 357/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 358/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 359/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 360/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 361/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 362/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 363/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 364/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 365/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 366/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 367/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 368/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 369/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0026 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 370/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 371/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 372/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 373/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 374/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 375/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0029 - lr: 2.4414e-06\n",
|
|
"Epoch 376/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 2.4414e-06\n",
|
|
"Epoch 377/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 378/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 379/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 380/1024\n",
|
|
"90/90 [==============================] - 1s 9ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 381/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 382/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 383/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 384/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 385/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 386/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 387/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 388/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 389/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 390/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 391/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 392/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 393/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 394/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 395/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 396/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 397/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 398/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 399/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 400/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 401/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 402/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 403/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 404/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 405/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 406/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 1.2207e-06\n",
|
|
"Epoch 407/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 408/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 409/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 410/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 411/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 412/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 413/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 414/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 415/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 416/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 417/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 418/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 419/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 420/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 421/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 422/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 423/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 424/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 425/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 426/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 427/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 428/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 429/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 430/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 431/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 432/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 433/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 434/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 435/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 436/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 437/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 438/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 439/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 440/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 441/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 442/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 443/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 444/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 445/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 446/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 447/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 448/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 449/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 450/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 451/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 452/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 453/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 454/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 455/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 6.1035e-07\n",
|
|
"Epoch 456/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 457/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 458/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 459/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 460/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 461/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 462/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 463/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 464/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 465/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 466/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 467/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 468/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 469/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 470/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 471/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 472/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 473/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 474/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 475/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 476/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 477/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 478/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 479/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 480/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.0518e-07\n",
|
|
"Epoch 481/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 482/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 483/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 484/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 485/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 486/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 487/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 488/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 489/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 490/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 491/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 492/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 493/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 494/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 495/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 496/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 497/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 498/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 499/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 500/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 501/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 502/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 503/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 504/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 505/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.5259e-07\n",
|
|
"Epoch 506/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 507/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 508/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 509/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 510/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 511/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
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"Epoch 512/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 513/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 514/1024\n",
|
|
"90/90 [==============================] - 1s 9ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
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"Epoch 515/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
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"Epoch 516/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 517/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 518/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 519/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 520/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 521/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 522/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 523/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 524/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 525/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 526/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 527/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 528/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 529/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 530/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 7.6294e-08\n",
|
|
"Epoch 531/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 532/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 533/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 534/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 535/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 536/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 537/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 538/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 539/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 540/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 541/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 542/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 543/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 544/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 545/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 546/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 547/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 548/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 549/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 550/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 551/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 552/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 553/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 554/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 555/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 3.8147e-08\n",
|
|
"Epoch 556/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 557/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 558/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 559/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 560/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 561/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 562/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 563/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 564/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 565/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 566/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 567/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 568/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 569/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 570/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 571/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 572/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0028 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 573/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 574/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 575/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 576/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 577/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 578/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 579/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 580/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 1.9073e-08\n",
|
|
"Epoch 581/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 582/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 583/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 584/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 585/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 586/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 587/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 588/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 589/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 590/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 591/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 592/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 593/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 594/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 595/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 596/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 597/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 598/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 599/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 600/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 601/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 602/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 603/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 604/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 605/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 9.5367e-09\n",
|
|
"Epoch 606/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 607/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 608/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 609/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 610/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 611/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 612/1024\n",
|
|
"90/90 [==============================] - 0s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 613/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 614/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 615/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 616/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 617/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 618/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 619/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 620/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 621/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 622/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 623/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 624/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 625/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 626/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 627/1024\n",
|
|
"90/90 [==============================] - 1s 7ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 628/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0025 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 629/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0027 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 630/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0026 - val_loss: 0.0024 - lr: 4.7684e-09\n",
|
|
"Epoch 1/1024\n",
|
|
"90/90 [==============================] - 2s 6ms/step - loss: 0.0207 - val_loss: 0.0331 - lr: 0.0025\n",
|
|
"Epoch 2/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0124 - val_loss: 0.0398 - lr: 0.0025\n",
|
|
"Epoch 3/1024\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0093 - val_loss: 0.0760 - lr: 0.0025\n",
|
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"Epoch 4/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0073 - val_loss: 0.0270 - lr: 0.0025\n",
|
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"Epoch 5/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0060 - val_loss: 0.2214 - lr: 0.0025\n",
|
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"Epoch 6/1024\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0057 - val_loss: 0.3185 - lr: 0.0025\n",
|
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"Epoch 7/1024\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0049 - val_loss: 0.1407 - lr: 0.0025\n",
|
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"Epoch 8/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0049 - val_loss: 0.1174 - lr: 0.0025\n",
|
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"Epoch 9/1024\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0047 - val_loss: 0.2102 - lr: 0.0025\n",
|
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"Epoch 10/1024\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0043 - val_loss: 0.0942 - lr: 0.0025\n",
|
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"Epoch 11/1024\n",
|
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0043 - val_loss: 0.3266 - lr: 0.0025\n",
|
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"Epoch 12/1024\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0044 - val_loss: 0.2110 - lr: 0.0025\n",
|
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"Epoch 13/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0042 - val_loss: 0.0694 - lr: 0.0025\n",
|
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"Epoch 14/1024\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0042 - val_loss: 0.2283 - lr: 0.0025\n",
|
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"Epoch 15/1024\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0041 - val_loss: 0.2280 - lr: 0.0025\n",
|
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"Epoch 16/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0040 - val_loss: 0.1514 - lr: 0.0025\n",
|
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"Epoch 17/1024\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0040 - val_loss: 0.3065 - lr: 0.0025\n",
|
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"Epoch 18/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0040 - val_loss: 0.2089 - lr: 0.0025\n",
|
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"Epoch 19/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0040 - val_loss: 0.3281 - lr: 0.0025\n",
|
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"Epoch 20/1024\n",
|
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0039 - val_loss: 0.2602 - lr: 0.0025\n",
|
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"Epoch 21/1024\n",
|
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"90/90 [==============================] - 0s 4ms/step - loss: 0.0039 - val_loss: 0.0936 - lr: 0.0025\n",
|
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"Epoch 22/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0040 - val_loss: 0.2273 - lr: 0.0025\n",
|
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"Epoch 23/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0039 - val_loss: 0.2283 - lr: 0.0025\n",
|
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"Epoch 24/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0038 - val_loss: 0.0390 - lr: 0.0025\n",
|
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"Epoch 25/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0039 - val_loss: 0.0289 - lr: 0.0025\n",
|
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"Epoch 26/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0037 - val_loss: 0.2283 - lr: 0.0025\n",
|
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"Epoch 27/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0040 - val_loss: 0.3298 - lr: 0.0025\n",
|
|
"Epoch 28/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0038 - val_loss: 0.3239 - lr: 0.0025\n",
|
|
"Epoch 29/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0038 - val_loss: 0.3298 - lr: 0.0025\n",
|
|
"Epoch 30/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0036 - val_loss: 0.3271 - lr: 0.0012\n",
|
|
"Epoch 31/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0036 - val_loss: 0.1068 - lr: 0.0012\n",
|
|
"Epoch 32/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0034 - val_loss: 0.2516 - lr: 0.0012\n",
|
|
"Epoch 33/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.3225 - lr: 0.0012\n",
|
|
"Epoch 34/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0035 - val_loss: 0.2283 - lr: 0.0012\n",
|
|
"Epoch 35/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0034 - val_loss: 0.2599 - lr: 0.0012\n",
|
|
"Epoch 36/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.3292 - lr: 0.0012\n",
|
|
"Epoch 37/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0035 - val_loss: 0.0546 - lr: 0.0012\n",
|
|
"Epoch 38/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0035 - val_loss: 0.1195 - lr: 0.0012\n",
|
|
"Epoch 39/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.2280 - lr: 0.0012\n",
|
|
"Epoch 40/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0035 - val_loss: 0.3298 - lr: 0.0012\n",
|
|
"Epoch 41/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.3283 - lr: 0.0012\n",
|
|
"Epoch 42/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0034 - val_loss: 0.0243 - lr: 0.0012\n",
|
|
"Epoch 43/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.0763 - lr: 0.0012\n",
|
|
"Epoch 44/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0035 - val_loss: 0.1597 - lr: 0.0012\n",
|
|
"Epoch 45/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.3298 - lr: 0.0012\n",
|
|
"Epoch 46/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.3297 - lr: 0.0012\n",
|
|
"Epoch 47/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.1892 - lr: 0.0012\n",
|
|
"Epoch 48/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0034 - val_loss: 0.2290 - lr: 0.0012\n",
|
|
"Epoch 49/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0033 - val_loss: 0.1521 - lr: 0.0012\n",
|
|
"Epoch 50/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.2098 - lr: 0.0012\n",
|
|
"Epoch 51/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.3232 - lr: 0.0012\n",
|
|
"Epoch 52/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.2700 - lr: 0.0012\n",
|
|
"Epoch 53/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0033 - val_loss: 0.2576 - lr: 0.0012\n",
|
|
"Epoch 54/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.3298 - lr: 0.0012\n",
|
|
"Epoch 55/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0034 - val_loss: 0.3298 - lr: 0.0012\n",
|
|
"Epoch 56/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.2281 - lr: 0.0012\n",
|
|
"Epoch 57/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.0340 - lr: 0.0012\n",
|
|
"Epoch 58/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0034 - val_loss: 0.3298 - lr: 0.0012\n",
|
|
"Epoch 59/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.3297 - lr: 0.0012\n",
|
|
"Epoch 60/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.3298 - lr: 0.0012\n",
|
|
"Epoch 61/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.1741 - lr: 0.0012\n",
|
|
"Epoch 62/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.3029 - lr: 0.0012\n",
|
|
"Epoch 63/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0034 - val_loss: 0.3135 - lr: 0.0012\n",
|
|
"Epoch 64/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0034 - val_loss: 0.1411 - lr: 0.0012\n",
|
|
"Epoch 65/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.2472 - lr: 0.0012\n",
|
|
"Epoch 66/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.1987 - lr: 0.0012\n",
|
|
"Epoch 67/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0034 - val_loss: 0.1880 - lr: 0.0012\n",
|
|
"Epoch 68/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.3090 - lr: 6.2500e-04\n",
|
|
"Epoch 69/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.2940 - lr: 6.2500e-04\n",
|
|
"Epoch 70/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0421 - lr: 6.2500e-04\n",
|
|
"Epoch 71/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.2919 - lr: 6.2500e-04\n",
|
|
"Epoch 72/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0452 - lr: 6.2500e-04\n",
|
|
"Epoch 73/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.2173 - lr: 6.2500e-04\n",
|
|
"Epoch 74/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.2198 - lr: 6.2500e-04\n",
|
|
"Epoch 75/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.2145 - lr: 6.2500e-04\n",
|
|
"Epoch 76/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0032 - val_loss: 0.0196 - lr: 6.2500e-04\n",
|
|
"Epoch 77/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.0185 - lr: 6.2500e-04\n",
|
|
"Epoch 78/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.1600 - lr: 6.2500e-04\n",
|
|
"Epoch 79/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.1260 - lr: 6.2500e-04\n",
|
|
"Epoch 80/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.1235 - lr: 6.2500e-04\n",
|
|
"Epoch 81/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.2809 - lr: 6.2500e-04\n",
|
|
"Epoch 82/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.1128 - lr: 6.2500e-04\n",
|
|
"Epoch 83/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.2990 - lr: 6.2500e-04\n",
|
|
"Epoch 84/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.1117 - lr: 6.2500e-04\n",
|
|
"Epoch 85/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.2729 - lr: 6.2500e-04\n",
|
|
"Epoch 86/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0033 - val_loss: 0.0302 - lr: 6.2500e-04\n",
|
|
"Epoch 87/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.1418 - lr: 6.2500e-04\n",
|
|
"Epoch 88/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0031 - val_loss: 0.1082 - lr: 6.2500e-04\n",
|
|
"Epoch 89/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2279 - lr: 6.2500e-04\n",
|
|
"Epoch 90/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.3298 - lr: 6.2500e-04\n",
|
|
"Epoch 91/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.0265 - lr: 6.2500e-04\n",
|
|
"Epoch 92/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.2249 - lr: 6.2500e-04\n",
|
|
"Epoch 93/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.2268 - lr: 6.2500e-04\n",
|
|
"Epoch 94/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.1463 - lr: 6.2500e-04\n",
|
|
"Epoch 95/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0268 - lr: 6.2500e-04\n",
|
|
"Epoch 96/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.1564 - lr: 6.2500e-04\n",
|
|
"Epoch 97/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.0306 - lr: 6.2500e-04\n",
|
|
"Epoch 98/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.0403 - lr: 6.2500e-04\n",
|
|
"Epoch 99/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0359 - lr: 6.2500e-04\n",
|
|
"Epoch 100/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.2953 - lr: 6.2500e-04\n",
|
|
"Epoch 101/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.0388 - lr: 6.2500e-04\n",
|
|
"Epoch 102/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.1743 - lr: 6.2500e-04\n",
|
|
"Epoch 103/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0317 - lr: 3.1250e-04\n",
|
|
"Epoch 104/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0351 - lr: 3.1250e-04\n",
|
|
"Epoch 105/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0275 - lr: 3.1250e-04\n",
|
|
"Epoch 106/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.2154 - lr: 3.1250e-04\n",
|
|
"Epoch 107/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.1225 - lr: 3.1250e-04\n",
|
|
"Epoch 108/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.1132 - lr: 3.1250e-04\n",
|
|
"Epoch 109/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.1281 - lr: 3.1250e-04\n",
|
|
"Epoch 110/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0032 - val_loss: 0.0201 - lr: 3.1250e-04\n",
|
|
"Epoch 111/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2139 - lr: 3.1250e-04\n",
|
|
"Epoch 112/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.3286 - lr: 3.1250e-04\n",
|
|
"Epoch 113/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0338 - lr: 3.1250e-04\n",
|
|
"Epoch 114/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.2033 - lr: 3.1250e-04\n",
|
|
"Epoch 115/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.1384 - lr: 3.1250e-04\n",
|
|
"Epoch 116/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0363 - lr: 3.1250e-04\n",
|
|
"Epoch 117/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0680 - lr: 3.1250e-04\n",
|
|
"Epoch 118/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.2228 - lr: 3.1250e-04\n",
|
|
"Epoch 119/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0406 - lr: 3.1250e-04\n",
|
|
"Epoch 120/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0336 - lr: 3.1250e-04\n",
|
|
"Epoch 121/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2877 - lr: 3.1250e-04\n",
|
|
"Epoch 122/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.2148 - lr: 3.1250e-04\n",
|
|
"Epoch 123/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0268 - lr: 3.1250e-04\n",
|
|
"Epoch 124/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0341 - lr: 3.1250e-04\n",
|
|
"Epoch 125/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2021 - lr: 3.1250e-04\n",
|
|
"Epoch 126/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2044 - lr: 3.1250e-04\n",
|
|
"Epoch 127/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0488 - lr: 3.1250e-04\n",
|
|
"Epoch 128/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2940 - lr: 1.5625e-04\n",
|
|
"Epoch 129/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.2201 - lr: 1.5625e-04\n",
|
|
"Epoch 130/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.2203 - lr: 1.5625e-04\n",
|
|
"Epoch 131/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0402 - lr: 1.5625e-04\n",
|
|
"Epoch 132/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0317 - lr: 1.5625e-04\n",
|
|
"Epoch 133/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.2142 - lr: 1.5625e-04\n",
|
|
"Epoch 134/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1512 - lr: 1.5625e-04\n",
|
|
"Epoch 135/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.1043 - lr: 1.5625e-04\n",
|
|
"Epoch 136/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0260 - lr: 1.5625e-04\n",
|
|
"Epoch 137/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1945 - lr: 1.5625e-04\n",
|
|
"Epoch 138/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0750 - lr: 1.5625e-04\n",
|
|
"Epoch 139/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0112 - lr: 1.5625e-04\n",
|
|
"Epoch 140/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0206 - lr: 1.5625e-04\n",
|
|
"Epoch 141/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0336 - lr: 1.5625e-04\n",
|
|
"Epoch 142/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1030 - lr: 1.5625e-04\n",
|
|
"Epoch 143/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0965 - lr: 1.5625e-04\n",
|
|
"Epoch 144/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0341 - lr: 1.5625e-04\n",
|
|
"Epoch 145/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0572 - lr: 1.5625e-04\n",
|
|
"Epoch 146/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0344 - lr: 1.5625e-04\n",
|
|
"Epoch 147/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0373 - lr: 1.5625e-04\n",
|
|
"Epoch 148/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0139 - lr: 1.5625e-04\n",
|
|
"Epoch 149/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0413 - lr: 1.5625e-04\n",
|
|
"Epoch 150/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1321 - lr: 1.5625e-04\n",
|
|
"Epoch 151/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0064 - lr: 1.5625e-04\n",
|
|
"Epoch 152/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0663 - lr: 1.5625e-04\n",
|
|
"Epoch 153/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0126 - lr: 1.5625e-04\n",
|
|
"Epoch 154/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1375 - lr: 1.5625e-04\n",
|
|
"Epoch 155/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0349 - lr: 1.5625e-04\n",
|
|
"Epoch 156/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0392 - lr: 1.5625e-04\n",
|
|
"Epoch 157/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0757 - lr: 1.5625e-04\n",
|
|
"Epoch 158/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0346 - lr: 1.5625e-04\n",
|
|
"Epoch 159/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0070 - lr: 1.5625e-04\n",
|
|
"Epoch 160/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.1687 - lr: 1.5625e-04\n",
|
|
"Epoch 161/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0291 - lr: 1.5625e-04\n",
|
|
"Epoch 162/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0993 - lr: 1.5625e-04\n",
|
|
"Epoch 163/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.2783 - lr: 1.5625e-04\n",
|
|
"Epoch 164/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0163 - lr: 1.5625e-04\n",
|
|
"Epoch 165/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0801 - lr: 1.5625e-04\n",
|
|
"Epoch 166/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0148 - lr: 1.5625e-04\n",
|
|
"Epoch 167/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0103 - lr: 1.5625e-04\n",
|
|
"Epoch 168/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0252 - lr: 1.5625e-04\n",
|
|
"Epoch 169/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0088 - lr: 1.5625e-04\n",
|
|
"Epoch 170/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0683 - lr: 1.5625e-04\n",
|
|
"Epoch 171/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0214 - lr: 1.5625e-04\n",
|
|
"Epoch 172/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0907 - lr: 1.5625e-04\n",
|
|
"Epoch 173/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.2051 - lr: 1.5625e-04\n",
|
|
"Epoch 174/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1866 - lr: 1.5625e-04\n",
|
|
"Epoch 175/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0485 - lr: 1.5625e-04\n",
|
|
"Epoch 176/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.2817 - lr: 1.5625e-04\n",
|
|
"Epoch 177/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0228 - lr: 7.8125e-05\n",
|
|
"Epoch 178/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0392 - lr: 7.8125e-05\n",
|
|
"Epoch 179/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0619 - lr: 7.8125e-05\n",
|
|
"Epoch 180/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0093 - lr: 7.8125e-05\n",
|
|
"Epoch 181/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0169 - lr: 7.8125e-05\n",
|
|
"Epoch 182/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0177 - lr: 7.8125e-05\n",
|
|
"Epoch 183/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0700 - lr: 7.8125e-05\n",
|
|
"Epoch 184/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0264 - lr: 7.8125e-05\n",
|
|
"Epoch 185/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.1013 - lr: 7.8125e-05\n",
|
|
"Epoch 186/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0219 - lr: 7.8125e-05\n",
|
|
"Epoch 187/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0315 - lr: 7.8125e-05\n",
|
|
"Epoch 188/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0262 - lr: 7.8125e-05\n",
|
|
"Epoch 189/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.1097 - lr: 7.8125e-05\n",
|
|
"Epoch 190/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0447 - lr: 7.8125e-05\n",
|
|
"Epoch 191/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0235 - lr: 7.8125e-05\n",
|
|
"Epoch 192/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0890 - lr: 7.8125e-05\n",
|
|
"Epoch 193/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0029 - val_loss: 0.0377 - lr: 7.8125e-05\n",
|
|
"Epoch 194/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0029 - val_loss: 0.0701 - lr: 7.8125e-05\n",
|
|
"Epoch 195/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0665 - lr: 7.8125e-05\n",
|
|
"Epoch 196/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0743 - lr: 7.8125e-05\n",
|
|
"Epoch 197/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0976 - lr: 7.8125e-05\n",
|
|
"Epoch 198/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0125 - lr: 7.8125e-05\n",
|
|
"Epoch 199/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0384 - lr: 7.8125e-05\n",
|
|
"Epoch 200/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0133 - lr: 7.8125e-05\n",
|
|
"Epoch 201/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0170 - lr: 7.8125e-05\n",
|
|
"Epoch 202/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0049 - lr: 3.9062e-05\n",
|
|
"Epoch 203/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0262 - lr: 3.9062e-05\n",
|
|
"Epoch 204/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0029 - val_loss: 0.0152 - lr: 3.9062e-05\n",
|
|
"Epoch 205/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0030 - val_loss: 0.0063 - lr: 3.9062e-05\n",
|
|
"Epoch 206/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0036 - lr: 3.9062e-05\n",
|
|
"Epoch 207/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0218 - lr: 3.9062e-05\n",
|
|
"Epoch 208/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0120 - lr: 3.9062e-05\n",
|
|
"Epoch 209/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0985 - lr: 3.9062e-05\n",
|
|
"Epoch 210/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0136 - lr: 3.9062e-05\n",
|
|
"Epoch 211/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0232 - lr: 3.9062e-05\n",
|
|
"Epoch 212/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0051 - lr: 3.9062e-05\n",
|
|
"Epoch 213/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0460 - lr: 3.9062e-05\n",
|
|
"Epoch 214/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0032 - lr: 3.9062e-05\n",
|
|
"Epoch 215/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0029 - val_loss: 0.0054 - lr: 3.9062e-05\n",
|
|
"Epoch 216/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0029 - val_loss: 0.0046 - lr: 3.9062e-05\n",
|
|
"Epoch 217/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0029 - val_loss: 0.0108 - lr: 3.9062e-05\n",
|
|
"Epoch 218/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0230 - lr: 3.9062e-05\n",
|
|
"Epoch 219/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0160 - lr: 3.9062e-05\n",
|
|
"Epoch 220/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0353 - lr: 3.9062e-05\n",
|
|
"Epoch 221/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0078 - lr: 3.9062e-05\n",
|
|
"Epoch 222/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0812 - lr: 3.9062e-05\n",
|
|
"Epoch 223/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0472 - lr: 3.9062e-05\n",
|
|
"Epoch 224/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0097 - lr: 3.9062e-05\n",
|
|
"Epoch 225/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0207 - lr: 3.9062e-05\n",
|
|
"Epoch 226/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0030 - val_loss: 0.0043 - lr: 3.9062e-05\n",
|
|
"Epoch 227/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0101 - lr: 3.9062e-05\n",
|
|
"Epoch 228/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0167 - lr: 3.9062e-05\n",
|
|
"Epoch 229/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0029 - val_loss: 0.0140 - lr: 3.9062e-05\n",
|
|
"Epoch 230/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0168 - lr: 3.9062e-05\n",
|
|
"Epoch 231/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0091 - lr: 3.9062e-05\n",
|
|
"Epoch 232/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0042 - lr: 3.9062e-05\n",
|
|
"Epoch 233/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0288 - lr: 3.9062e-05\n",
|
|
"Epoch 234/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0363 - lr: 3.9062e-05\n",
|
|
"Epoch 235/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0037 - lr: 3.9062e-05\n",
|
|
"Epoch 236/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0094 - lr: 3.9062e-05\n",
|
|
"Epoch 237/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0046 - lr: 3.9062e-05\n",
|
|
"Epoch 238/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0072 - lr: 3.9062e-05\n",
|
|
"Epoch 239/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0134 - lr: 3.9062e-05\n",
|
|
"Epoch 240/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0080 - lr: 1.9531e-05\n",
|
|
"Epoch 241/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0029 - val_loss: 0.0054 - lr: 1.9531e-05\n",
|
|
"Epoch 242/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0091 - lr: 1.9531e-05\n",
|
|
"Epoch 243/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0046 - lr: 1.9531e-05\n",
|
|
"Epoch 244/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0096 - lr: 1.9531e-05\n",
|
|
"Epoch 245/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0085 - lr: 1.9531e-05\n",
|
|
"Epoch 246/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0110 - lr: 1.9531e-05\n",
|
|
"Epoch 247/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 1.9531e-05\n",
|
|
"Epoch 248/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0108 - lr: 1.9531e-05\n",
|
|
"Epoch 249/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0048 - lr: 1.9531e-05\n",
|
|
"Epoch 250/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0050 - lr: 1.9531e-05\n",
|
|
"Epoch 251/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0043 - lr: 1.9531e-05\n",
|
|
"Epoch 252/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 253/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0088 - lr: 1.9531e-05\n",
|
|
"Epoch 254/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0053 - lr: 1.9531e-05\n",
|
|
"Epoch 255/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0049 - lr: 1.9531e-05\n",
|
|
"Epoch 256/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0092 - lr: 1.9531e-05\n",
|
|
"Epoch 257/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0040 - lr: 1.9531e-05\n",
|
|
"Epoch 258/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0068 - lr: 1.9531e-05\n",
|
|
"Epoch 259/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0106 - lr: 1.9531e-05\n",
|
|
"Epoch 260/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0051 - lr: 1.9531e-05\n",
|
|
"Epoch 261/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0052 - lr: 1.9531e-05\n",
|
|
"Epoch 262/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0036 - lr: 1.9531e-05\n",
|
|
"Epoch 263/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0102 - lr: 1.9531e-05\n",
|
|
"Epoch 264/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 265/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0040 - lr: 1.9531e-05\n",
|
|
"Epoch 266/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 267/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0100 - lr: 1.9531e-05\n",
|
|
"Epoch 268/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0029 - lr: 1.9531e-05\n",
|
|
"Epoch 269/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 270/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0033 - lr: 1.9531e-05\n",
|
|
"Epoch 271/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0079 - lr: 1.9531e-05\n",
|
|
"Epoch 272/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0030 - lr: 1.9531e-05\n",
|
|
"Epoch 273/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0084 - lr: 1.9531e-05\n",
|
|
"Epoch 274/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0254 - lr: 1.9531e-05\n",
|
|
"Epoch 275/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0043 - lr: 1.9531e-05\n",
|
|
"Epoch 276/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0238 - lr: 1.9531e-05\n",
|
|
"Epoch 277/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0052 - lr: 1.9531e-05\n",
|
|
"Epoch 278/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0087 - lr: 1.9531e-05\n",
|
|
"Epoch 279/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0054 - lr: 1.9531e-05\n",
|
|
"Epoch 280/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 281/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0085 - lr: 1.9531e-05\n",
|
|
"Epoch 282/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0295 - lr: 1.9531e-05\n",
|
|
"Epoch 283/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0046 - lr: 1.9531e-05\n",
|
|
"Epoch 284/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0062 - lr: 1.9531e-05\n",
|
|
"Epoch 285/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0041 - lr: 1.9531e-05\n",
|
|
"Epoch 286/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0050 - lr: 1.9531e-05\n",
|
|
"Epoch 287/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0066 - lr: 1.9531e-05\n",
|
|
"Epoch 288/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 1.9531e-05\n",
|
|
"Epoch 289/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 1.9531e-05\n",
|
|
"Epoch 290/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0045 - lr: 1.9531e-05\n",
|
|
"Epoch 291/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0065 - lr: 1.9531e-05\n",
|
|
"Epoch 292/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0291 - lr: 1.9531e-05\n",
|
|
"Epoch 293/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0119 - lr: 1.9531e-05\n",
|
|
"Epoch 294/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0095 - lr: 1.9531e-05\n",
|
|
"Epoch 295/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 296/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0347 - lr: 1.9531e-05\n",
|
|
"Epoch 297/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0074 - lr: 1.9531e-05\n",
|
|
"Epoch 298/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0051 - lr: 1.9531e-05\n",
|
|
"Epoch 299/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0064 - lr: 1.9531e-05\n",
|
|
"Epoch 300/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0133 - lr: 1.9531e-05\n",
|
|
"Epoch 301/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0097 - lr: 1.9531e-05\n",
|
|
"Epoch 302/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0088 - lr: 1.9531e-05\n",
|
|
"Epoch 303/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0055 - lr: 1.9531e-05\n",
|
|
"Epoch 304/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0029 - lr: 1.9531e-05\n",
|
|
"Epoch 305/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0063 - lr: 1.9531e-05\n",
|
|
"Epoch 306/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0030 - lr: 1.9531e-05\n",
|
|
"Epoch 307/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0042 - lr: 1.9531e-05\n",
|
|
"Epoch 308/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 309/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.0046 - lr: 1.9531e-05\n",
|
|
"Epoch 310/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0043 - lr: 1.9531e-05\n",
|
|
"Epoch 311/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0047 - lr: 1.9531e-05\n",
|
|
"Epoch 312/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0049 - lr: 1.9531e-05\n",
|
|
"Epoch 313/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0034 - lr: 1.9531e-05\n",
|
|
"Epoch 314/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0052 - lr: 9.7656e-06\n",
|
|
"Epoch 315/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0040 - lr: 9.7656e-06\n",
|
|
"Epoch 316/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0042 - lr: 9.7656e-06\n",
|
|
"Epoch 317/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 318/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0036 - lr: 9.7656e-06\n",
|
|
"Epoch 319/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 320/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 321/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0036 - lr: 9.7656e-06\n",
|
|
"Epoch 322/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 323/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 324/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 325/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 326/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 327/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 328/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 329/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 330/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0038 - lr: 9.7656e-06\n",
|
|
"Epoch 331/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 332/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0061 - lr: 9.7656e-06\n",
|
|
"Epoch 333/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0068 - lr: 9.7656e-06\n",
|
|
"Epoch 334/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0079 - lr: 9.7656e-06\n",
|
|
"Epoch 335/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0033 - lr: 9.7656e-06\n",
|
|
"Epoch 336/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 337/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 338/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 339/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 340/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0044 - lr: 9.7656e-06\n",
|
|
"Epoch 341/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0047 - lr: 9.7656e-06\n",
|
|
"Epoch 342/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0059 - lr: 9.7656e-06\n",
|
|
"Epoch 343/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 344/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 345/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 346/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 347/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 348/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 349/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 350/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 351/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 352/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 353/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0056 - lr: 9.7656e-06\n",
|
|
"Epoch 354/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 355/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 356/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0046 - lr: 9.7656e-06\n",
|
|
"Epoch 357/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0087 - lr: 9.7656e-06\n",
|
|
"Epoch 358/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0038 - lr: 9.7656e-06\n",
|
|
"Epoch 359/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0048 - lr: 9.7656e-06\n",
|
|
"Epoch 360/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 361/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 362/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0041 - lr: 9.7656e-06\n",
|
|
"Epoch 363/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0057 - lr: 9.7656e-06\n",
|
|
"Epoch 364/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0041 - lr: 9.7656e-06\n",
|
|
"Epoch 365/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0042 - lr: 9.7656e-06\n",
|
|
"Epoch 366/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0049 - lr: 9.7656e-06\n",
|
|
"Epoch 367/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 368/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0040 - lr: 9.7656e-06\n",
|
|
"Epoch 369/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0053 - lr: 9.7656e-06\n",
|
|
"Epoch 370/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0040 - lr: 9.7656e-06\n",
|
|
"Epoch 371/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 372/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
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"Epoch 373/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0036 - lr: 4.8828e-06\n",
|
|
"Epoch 374/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 375/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 376/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 377/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 378/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 379/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 380/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 381/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 382/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 383/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 384/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 385/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0029 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 386/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 387/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0036 - lr: 4.8828e-06\n",
|
|
"Epoch 388/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 389/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 390/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 391/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 392/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 393/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 394/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 395/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 396/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 397/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 398/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 399/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 400/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 401/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 402/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 403/1024\n",
|
|
"90/90 [==============================] - 1s 10ms/step - loss: 0.0029 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 404/1024\n",
|
|
"90/90 [==============================] - 1s 8ms/step - loss: 0.0028 - val_loss: 0.0034 - lr: 4.8828e-06\n",
|
|
"Epoch 405/1024\n",
|
|
"90/90 [==============================] - 0s 5ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 406/1024\n",
|
|
"90/90 [==============================] - 1s 6ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 407/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 408/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 409/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0035 - lr: 4.8828e-06\n",
|
|
"Epoch 410/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 411/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 412/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 413/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 414/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 415/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 416/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 417/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 418/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 419/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 420/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 421/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 422/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 423/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 424/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 425/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 426/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 427/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 2.4414e-06\n",
|
|
"Epoch 428/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 429/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 430/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 431/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 432/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 433/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 434/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 435/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 436/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 437/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 438/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 439/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 440/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 441/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 442/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 443/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 444/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 445/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 446/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 447/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 448/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 449/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 450/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 451/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 452/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 453/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 454/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 455/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 456/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 457/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 458/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 459/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 460/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 461/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 462/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 463/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 464/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 465/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 466/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 467/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 468/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 469/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 470/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 471/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 472/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 473/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 474/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 475/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 476/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 477/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 478/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 479/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 480/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 481/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 482/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 483/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 484/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 485/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 486/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 487/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 488/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 489/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 490/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
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"Epoch 491/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
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"Epoch 492/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 493/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
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"Epoch 494/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
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"Epoch 495/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 496/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 497/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 498/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 499/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 500/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 501/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 502/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 503/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 504/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 505/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 506/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 507/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 508/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 509/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 510/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 511/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 512/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 513/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 514/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 515/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 516/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 517/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 518/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 519/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 520/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 521/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 522/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 523/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 524/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 525/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 526/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 527/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 528/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 529/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 530/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 531/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 532/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 533/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 534/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 535/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 536/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 537/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 538/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 539/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 540/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 541/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 542/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 543/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 544/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 545/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 546/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 547/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 548/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 549/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 550/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 551/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 552/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 553/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 554/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 555/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 556/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 557/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 558/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 559/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 560/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 561/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 562/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 563/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 564/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 565/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 566/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 567/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 568/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 569/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 570/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 571/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 572/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 573/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 574/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 575/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 576/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 577/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 578/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 579/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 580/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 581/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 582/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 583/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 584/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 585/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 586/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 587/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 588/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 589/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 590/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 591/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 592/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 593/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 594/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 595/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 596/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 597/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 598/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 599/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 600/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 601/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 602/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 603/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 604/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 605/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 606/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 607/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 608/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 609/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 610/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 611/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 612/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 613/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 614/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 615/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 616/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 617/1024\n",
|
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 618/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 619/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 620/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 621/1024\n",
|
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
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"Epoch 622/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 623/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 624/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 625/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 626/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 627/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 628/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 629/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 630/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 631/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 632/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 633/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 634/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 635/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 636/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 637/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 638/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 639/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 640/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 641/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 642/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 643/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 644/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 645/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 646/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 647/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 648/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 649/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 650/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 651/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 652/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 653/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 654/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 655/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 656/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 657/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 658/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 659/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 660/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 661/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 662/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 663/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 664/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 665/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 666/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 667/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 668/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 669/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 670/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 671/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 672/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 673/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 674/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 675/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 676/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 677/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 678/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 679/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 680/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 681/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 682/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 683/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 684/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 685/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 686/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 687/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 688/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 689/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 690/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 691/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 692/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 693/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 694/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 695/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 696/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 697/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 698/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 699/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 700/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 701/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 702/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 703/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 704/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 705/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 706/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 707/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 708/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 709/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 710/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 711/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 712/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 713/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 714/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 715/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 716/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 717/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 718/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 719/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 720/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 721/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 722/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 723/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 724/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 725/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 726/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 727/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 728/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 729/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 730/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 731/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 732/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
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"Epoch 733/1024\n",
|
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
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"Epoch 734/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
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"Epoch 735/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
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"Epoch 736/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
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"Epoch 737/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
|
"Epoch 738/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 4.7684e-09\n",
|
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"Epoch 739/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
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"Epoch 740/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 741/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 742/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
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"Epoch 743/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 744/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 745/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 746/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 747/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 748/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 749/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 750/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 751/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 752/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 753/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 754/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 755/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 756/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 757/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 758/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 759/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 760/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 761/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 762/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 763/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3842e-09\n",
|
|
"Epoch 764/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 765/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 766/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 767/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 768/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 769/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 770/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 771/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 772/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 773/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 774/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 775/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 776/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 777/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 778/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 779/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 780/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 781/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 782/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 783/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 784/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 785/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 786/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 787/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 788/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1921e-09\n",
|
|
"Epoch 789/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 790/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 791/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 792/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 793/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 794/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 795/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 796/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 797/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 798/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 799/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 800/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 801/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 802/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 803/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 804/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 805/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 806/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 807/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 808/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 809/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 810/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 811/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 812/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 813/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 5.9605e-10\n",
|
|
"Epoch 814/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 815/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 816/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 817/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 818/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 819/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 820/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 821/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 822/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 823/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 824/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 825/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 826/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 827/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 828/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 829/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 830/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 831/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 832/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 833/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 834/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 835/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 836/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 837/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 838/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.9802e-10\n",
|
|
"Epoch 839/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 840/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 841/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 842/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 843/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 844/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 845/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 846/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 847/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 848/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 849/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 850/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 851/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 852/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
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"Epoch 853/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 854/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 855/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 856/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 857/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 858/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 859/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 860/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 861/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 862/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 863/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.4901e-10\n",
|
|
"Epoch 864/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 865/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 866/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 867/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 868/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 869/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 870/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 871/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 872/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 873/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 874/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 875/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 876/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 877/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 878/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 879/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 880/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 881/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 882/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 883/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 884/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 885/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 886/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 887/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 888/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 7.4506e-11\n",
|
|
"Epoch 889/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 890/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 891/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 892/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 893/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 894/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 895/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 896/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 897/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 898/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 899/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 900/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 901/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 902/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 903/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 904/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 905/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 906/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 907/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 908/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 909/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 910/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 911/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 912/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 913/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 3.7253e-11\n",
|
|
"Epoch 914/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 915/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 916/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 917/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 918/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 919/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 920/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 921/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 922/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 923/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 924/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 925/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 926/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 927/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 928/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 929/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 930/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 931/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 932/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 933/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 934/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 935/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 936/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 937/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 938/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.8626e-11\n",
|
|
"Epoch 939/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 940/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 941/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 942/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 943/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 944/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 945/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 946/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 947/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 948/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 949/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 950/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 951/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 952/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 953/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 954/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 955/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 956/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 957/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 958/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 959/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 960/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 961/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 962/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 963/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.3132e-12\n",
|
|
"Epoch 964/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 965/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 966/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 967/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 968/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 969/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 970/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 971/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 972/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 973/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 974/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 975/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 976/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 977/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 978/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 979/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 980/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 981/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 982/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 983/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 984/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 985/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 986/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 987/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 988/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.6566e-12\n",
|
|
"Epoch 989/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 990/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 991/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 992/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 993/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 994/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 995/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 996/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 997/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 998/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 999/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1000/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1001/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1002/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1003/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1004/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1005/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1006/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1007/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1008/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1009/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1010/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1011/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1012/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1013/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.3283e-12\n",
|
|
"Epoch 1014/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1642e-12\n",
|
|
"Epoch 1015/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1642e-12\n",
|
|
"Epoch 1016/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1642e-12\n",
|
|
"Epoch 1017/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1642e-12\n",
|
|
"Epoch 1018/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1642e-12\n",
|
|
"Epoch 1019/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1642e-12\n",
|
|
"Epoch 1020/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1642e-12\n",
|
|
"Epoch 1021/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1642e-12\n",
|
|
"Epoch 1022/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1642e-12\n",
|
|
"Epoch 1023/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.1642e-12\n",
|
|
"Epoch 1024/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 1.1642e-12\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"epoch, batch_size = 1024, 64\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": 24,
|
|
"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, min(len(history_shortcut_5.history['loss']), len(history_shortcut_11.history['loss']) - smoothing_windows + 1))\n",
|
|
"ax.set_ylim(0.20, 0.35)\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, 0.262), c='r')\n",
|
|
"plt.legend(loc=3)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# plt.savefig(fname=\"fig2.png\", dpi=300)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"import os\n",
|
|
"time_spent = (time.time() - time1) /60"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"19.134213467439015 min\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(time_spent, \"min\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"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"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
} |