mirror of
https://github.com/NanjingForestryUniversity/SCNet.git
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7135 lines
526 KiB
Plaintext
7135 lines
526 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"pycharm": {
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"name": "#%% md\n"
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}
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},
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"source": [
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"# Model training Experiment"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"pycharm": {
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"name": "#%% md\n"
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}
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},
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"source": [
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"In order to provide the experimental evidence to back up the statement in the section 2.3.2 that our shortcut block can prevent degration problem.\n",
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"\n",
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"Plain Networks. We first evaluate 5-layer and 11-layer plain nets. Comparing to the 5-layer one, the 11-layer one has three times convolutional layers."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 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": 15,
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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(4750)\n",
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"tensorflow.random.set_seed(4750)\n",
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"time1 = time.time()\n",
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"data = loadmat('./preprocess/dataset/mango/mango_dm_split.mat')\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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"2022-05-28 11:00:34.567824: 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 [==============================] - 1s 4ms/step - loss: 0.0236 - val_loss: 0.0272 - lr: 0.0025\n",
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"Epoch 2/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0188 - val_loss: 0.0297 - lr: 0.0025\n",
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"Epoch 3/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0127 - val_loss: 0.0301 - lr: 0.0025\n",
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"Epoch 4/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0088 - val_loss: 0.0315 - lr: 0.0025\n",
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"Epoch 5/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0081 - val_loss: 0.0813 - lr: 0.0025\n",
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"Epoch 6/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0072 - val_loss: 0.0309 - lr: 0.0025\n",
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"Epoch 7/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0069 - val_loss: 0.0930 - lr: 0.0025\n",
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"Epoch 8/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0066 - val_loss: 0.0313 - lr: 0.0025\n",
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"Epoch 9/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0058 - val_loss: 0.0597 - lr: 0.0025\n",
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"Epoch 10/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0050 - val_loss: 0.0376 - lr: 0.0025\n",
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"Epoch 11/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0048 - val_loss: 0.0731 - lr: 0.0025\n",
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"Epoch 12/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0047 - val_loss: 0.3068 - lr: 0.0025\n",
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"Epoch 13/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0046 - val_loss: 0.0852 - lr: 0.0025\n",
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"Epoch 14/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0048 - val_loss: 0.2993 - lr: 0.0025\n",
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"Epoch 15/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0046 - val_loss: 0.3298 - lr: 0.0025\n",
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"Epoch 16/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0046 - val_loss: 0.0272 - lr: 0.0025\n",
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"Epoch 17/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0045 - val_loss: 0.0434 - lr: 0.0025\n",
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"Epoch 18/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0044 - val_loss: 0.0611 - lr: 0.0025\n",
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"Epoch 19/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0043 - val_loss: 0.3292 - lr: 0.0025\n",
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"Epoch 20/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0042 - val_loss: 0.0732 - lr: 0.0025\n",
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"Epoch 21/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0041 - val_loss: 0.0785 - lr: 0.0025\n",
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"Epoch 22/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0043 - val_loss: 0.0719 - lr: 0.0025\n",
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"Epoch 23/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0042 - val_loss: 0.2986 - lr: 0.0025\n",
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"Epoch 24/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0040 - val_loss: 0.3209 - lr: 0.0025\n",
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"Epoch 25/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0041 - val_loss: 0.1807 - lr: 0.0025\n",
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"Epoch 26/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0041 - val_loss: 0.0513 - lr: 0.0025\n",
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"Epoch 27/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0038 - val_loss: 0.0834 - lr: 0.0012\n",
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"Epoch 28/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0038 - val_loss: 0.1304 - lr: 0.0012\n",
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"Epoch 29/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0039 - val_loss: 0.2374 - lr: 0.0012\n",
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"Epoch 30/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0038 - val_loss: 0.1049 - lr: 0.0012\n",
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"Epoch 31/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0041 - val_loss: 0.0522 - lr: 0.0012\n",
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"Epoch 32/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0039 - val_loss: 0.2504 - lr: 0.0012\n",
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"Epoch 33/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0040 - val_loss: 0.1557 - lr: 0.0012\n",
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"Epoch 34/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0037 - val_loss: 0.0697 - lr: 0.0012\n",
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"Epoch 35/1024\n",
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"90/90 [==============================] - 0s 5ms/step - loss: 0.0039 - val_loss: 0.0616 - lr: 0.0012\n",
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"Epoch 36/1024\n",
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"90/90 [==============================] - 1s 6ms/step - loss: 0.0040 - val_loss: 0.3263 - lr: 0.0012\n",
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"Epoch 37/1024\n",
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"90/90 [==============================] - 0s 3ms/step - loss: 0.0038 - val_loss: 0.1540 - lr: 0.0012\n",
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"Epoch 38/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0037 - val_loss: 0.0840 - lr: 0.0012\n",
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"Epoch 39/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0039 - val_loss: 0.3193 - lr: 0.0012\n",
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"Epoch 40/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0037 - val_loss: 0.1026 - lr: 0.0012\n",
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"Epoch 41/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0041 - val_loss: 0.2626 - lr: 0.0012\n",
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"Epoch 42/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0038 - val_loss: 0.1396 - lr: 0.0012\n",
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"Epoch 43/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0038 - val_loss: 0.0453 - lr: 0.0012\n",
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"Epoch 44/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0038 - val_loss: 0.0897 - lr: 0.0012\n",
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"Epoch 45/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0038 - val_loss: 0.3225 - lr: 0.0012\n",
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"Epoch 46/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0038 - val_loss: 0.3101 - lr: 0.0012\n",
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"Epoch 47/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0038 - val_loss: 0.3089 - lr: 0.0012\n",
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"Epoch 48/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0037 - val_loss: 0.0290 - lr: 0.0012\n",
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"Epoch 49/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0038 - val_loss: 0.0591 - lr: 0.0012\n",
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"Epoch 50/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0036 - val_loss: 0.1132 - lr: 0.0012\n",
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"Epoch 51/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0038 - val_loss: 0.3202 - lr: 0.0012\n",
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"Epoch 52/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0035 - val_loss: 0.0190 - lr: 6.2500e-04\n",
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"Epoch 53/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0036 - val_loss: 0.0558 - lr: 6.2500e-04\n",
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"Epoch 54/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.1351 - lr: 6.2500e-04\n",
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"Epoch 55/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0035 - val_loss: 0.1235 - lr: 6.2500e-04\n",
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"Epoch 56/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0036 - val_loss: 0.2803 - lr: 6.2500e-04\n",
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"Epoch 57/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0035 - val_loss: 0.0929 - lr: 6.2500e-04\n",
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"Epoch 58/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0037 - val_loss: 0.0510 - lr: 6.2500e-04\n",
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"Epoch 59/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0035 - val_loss: 0.0590 - lr: 6.2500e-04\n",
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"Epoch 60/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0036 - val_loss: 0.3023 - lr: 6.2500e-04\n",
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"Epoch 61/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.1735 - lr: 6.2500e-04\n",
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"Epoch 62/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0036 - val_loss: 0.1487 - lr: 6.2500e-04\n",
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"Epoch 63/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.1859 - lr: 6.2500e-04\n",
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"Epoch 64/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.3022 - lr: 6.2500e-04\n",
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"Epoch 65/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.2015 - lr: 6.2500e-04\n",
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"Epoch 66/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0036 - val_loss: 0.3198 - lr: 6.2500e-04\n",
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"Epoch 67/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.2997 - lr: 6.2500e-04\n",
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"Epoch 68/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.1298 - lr: 6.2500e-04\n",
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"Epoch 69/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.1149 - lr: 6.2500e-04\n",
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"Epoch 70/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.1068 - lr: 6.2500e-04\n",
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"Epoch 71/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0951 - lr: 6.2500e-04\n",
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"Epoch 72/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.0429 - lr: 6.2500e-04\n",
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"Epoch 73/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.2853 - lr: 6.2500e-04\n",
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"Epoch 74/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0702 - lr: 6.2500e-04\n",
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"Epoch 75/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.2109 - lr: 6.2500e-04\n",
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"Epoch 76/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.1927 - lr: 6.2500e-04\n",
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"Epoch 77/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.0741 - lr: 6.2500e-04\n",
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"Epoch 78/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0521 - lr: 3.1250e-04\n",
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"Epoch 79/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.1454 - lr: 3.1250e-04\n",
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"Epoch 80/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.0716 - lr: 3.1250e-04\n",
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"Epoch 81/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0251 - lr: 3.1250e-04\n",
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"Epoch 82/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.1286 - lr: 3.1250e-04\n",
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"Epoch 83/1024\n",
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0273 - lr: 3.1250e-04\n",
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"Epoch 84/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0988 - lr: 3.1250e-04\n",
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"Epoch 85/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0657 - lr: 3.1250e-04\n",
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"Epoch 86/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0035 - val_loss: 0.0328 - lr: 3.1250e-04\n",
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"Epoch 87/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0158 - lr: 3.1250e-04\n",
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"Epoch 88/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0611 - lr: 3.1250e-04\n",
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"Epoch 89/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0537 - lr: 3.1250e-04\n",
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"Epoch 90/1024\n",
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0035 - val_loss: 0.1233 - lr: 3.1250e-04\n",
|
|
"Epoch 91/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.1027 - lr: 3.1250e-04\n",
|
|
"Epoch 92/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0456 - lr: 3.1250e-04\n",
|
|
"Epoch 93/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0112 - lr: 3.1250e-04\n",
|
|
"Epoch 94/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0546 - lr: 3.1250e-04\n",
|
|
"Epoch 95/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0120 - lr: 3.1250e-04\n",
|
|
"Epoch 96/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0978 - lr: 3.1250e-04\n",
|
|
"Epoch 97/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0384 - lr: 3.1250e-04\n",
|
|
"Epoch 98/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.0324 - lr: 3.1250e-04\n",
|
|
"Epoch 99/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.1121 - lr: 3.1250e-04\n",
|
|
"Epoch 100/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0442 - lr: 3.1250e-04\n",
|
|
"Epoch 101/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.1185 - lr: 3.1250e-04\n",
|
|
"Epoch 102/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0731 - lr: 3.1250e-04\n",
|
|
"Epoch 103/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.1457 - lr: 3.1250e-04\n",
|
|
"Epoch 104/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.2414 - lr: 3.1250e-04\n",
|
|
"Epoch 105/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0337 - lr: 3.1250e-04\n",
|
|
"Epoch 106/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.1618 - lr: 3.1250e-04\n",
|
|
"Epoch 107/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0374 - lr: 3.1250e-04\n",
|
|
"Epoch 108/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0780 - lr: 3.1250e-04\n",
|
|
"Epoch 109/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0158 - lr: 3.1250e-04\n",
|
|
"Epoch 110/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.2529 - lr: 3.1250e-04\n",
|
|
"Epoch 111/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.2905 - lr: 3.1250e-04\n",
|
|
"Epoch 112/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.1713 - lr: 3.1250e-04\n",
|
|
"Epoch 113/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.1680 - lr: 3.1250e-04\n",
|
|
"Epoch 114/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0264 - lr: 3.1250e-04\n",
|
|
"Epoch 115/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.1308 - lr: 3.1250e-04\n",
|
|
"Epoch 116/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0473 - lr: 3.1250e-04\n",
|
|
"Epoch 117/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.1393 - lr: 3.1250e-04\n",
|
|
"Epoch 118/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0336 - lr: 3.1250e-04\n",
|
|
"Epoch 119/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0409 - lr: 1.5625e-04\n",
|
|
"Epoch 120/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0932 - lr: 1.5625e-04\n",
|
|
"Epoch 121/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0227 - lr: 1.5625e-04\n",
|
|
"Epoch 122/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0491 - lr: 1.5625e-04\n",
|
|
"Epoch 123/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0734 - lr: 1.5625e-04\n",
|
|
"Epoch 124/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.1225 - lr: 1.5625e-04\n",
|
|
"Epoch 125/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0082 - lr: 1.5625e-04\n",
|
|
"Epoch 126/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.1061 - lr: 1.5625e-04\n",
|
|
"Epoch 127/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0511 - lr: 1.5625e-04\n",
|
|
"Epoch 128/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0280 - lr: 1.5625e-04\n",
|
|
"Epoch 129/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0899 - lr: 1.5625e-04\n",
|
|
"Epoch 130/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0167 - lr: 1.5625e-04\n",
|
|
"Epoch 131/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0133 - lr: 1.5625e-04\n",
|
|
"Epoch 132/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0519 - lr: 1.5625e-04\n",
|
|
"Epoch 133/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.1900 - lr: 1.5625e-04\n",
|
|
"Epoch 134/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0392 - lr: 1.5625e-04\n",
|
|
"Epoch 135/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0222 - lr: 1.5625e-04\n",
|
|
"Epoch 136/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0120 - lr: 1.5625e-04\n",
|
|
"Epoch 137/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0755 - lr: 1.5625e-04\n",
|
|
"Epoch 138/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0820 - lr: 1.5625e-04\n",
|
|
"Epoch 139/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0921 - lr: 1.5625e-04\n",
|
|
"Epoch 140/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0145 - lr: 1.5625e-04\n",
|
|
"Epoch 141/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0545 - lr: 1.5625e-04\n",
|
|
"Epoch 142/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.1179 - lr: 1.5625e-04\n",
|
|
"Epoch 143/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.1231 - lr: 1.5625e-04\n",
|
|
"Epoch 144/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0159 - lr: 1.5625e-04\n",
|
|
"Epoch 145/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0107 - lr: 1.5625e-04\n",
|
|
"Epoch 146/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0575 - lr: 1.5625e-04\n",
|
|
"Epoch 147/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.2076 - lr: 1.5625e-04\n",
|
|
"Epoch 148/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0351 - lr: 1.5625e-04\n",
|
|
"Epoch 149/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.1428 - lr: 1.5625e-04\n",
|
|
"Epoch 150/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.1004 - lr: 1.5625e-04\n",
|
|
"Epoch 151/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0082 - lr: 7.8125e-05\n",
|
|
"Epoch 152/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0117 - lr: 7.8125e-05\n",
|
|
"Epoch 153/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0295 - lr: 7.8125e-05\n",
|
|
"Epoch 154/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0128 - lr: 7.8125e-05\n",
|
|
"Epoch 155/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0414 - lr: 7.8125e-05\n",
|
|
"Epoch 156/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0187 - lr: 7.8125e-05\n",
|
|
"Epoch 157/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0387 - lr: 7.8125e-05\n",
|
|
"Epoch 158/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0540 - lr: 7.8125e-05\n",
|
|
"Epoch 159/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0196 - lr: 7.8125e-05\n",
|
|
"Epoch 160/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0126 - lr: 7.8125e-05\n",
|
|
"Epoch 161/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0174 - lr: 7.8125e-05\n",
|
|
"Epoch 162/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0150 - lr: 7.8125e-05\n",
|
|
"Epoch 163/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0521 - lr: 7.8125e-05\n",
|
|
"Epoch 164/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0038 - lr: 7.8125e-05\n",
|
|
"Epoch 165/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0056 - lr: 7.8125e-05\n",
|
|
"Epoch 166/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0418 - lr: 7.8125e-05\n",
|
|
"Epoch 167/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0794 - lr: 7.8125e-05\n",
|
|
"Epoch 168/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0140 - lr: 7.8125e-05\n",
|
|
"Epoch 169/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0390 - lr: 7.8125e-05\n",
|
|
"Epoch 170/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0498 - lr: 7.8125e-05\n",
|
|
"Epoch 171/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0114 - lr: 7.8125e-05\n",
|
|
"Epoch 172/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0130 - lr: 7.8125e-05\n",
|
|
"Epoch 173/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0497 - lr: 7.8125e-05\n",
|
|
"Epoch 174/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0415 - lr: 7.8125e-05\n",
|
|
"Epoch 175/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0331 - lr: 7.8125e-05\n",
|
|
"Epoch 176/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0074 - lr: 7.8125e-05\n",
|
|
"Epoch 177/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0507 - lr: 7.8125e-05\n",
|
|
"Epoch 178/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0291 - lr: 7.8125e-05\n",
|
|
"Epoch 179/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0252 - lr: 7.8125e-05\n",
|
|
"Epoch 180/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0259 - lr: 7.8125e-05\n",
|
|
"Epoch 181/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0340 - lr: 7.8125e-05\n",
|
|
"Epoch 182/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0094 - lr: 7.8125e-05\n",
|
|
"Epoch 183/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0213 - lr: 7.8125e-05\n",
|
|
"Epoch 184/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0055 - lr: 7.8125e-05\n",
|
|
"Epoch 185/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0140 - lr: 7.8125e-05\n",
|
|
"Epoch 186/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0448 - lr: 7.8125e-05\n",
|
|
"Epoch 187/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0061 - lr: 7.8125e-05\n",
|
|
"Epoch 188/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0218 - lr: 7.8125e-05\n",
|
|
"Epoch 189/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0128 - lr: 7.8125e-05\n",
|
|
"Epoch 190/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0624 - lr: 3.9062e-05\n",
|
|
"Epoch 191/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0200 - lr: 3.9062e-05\n",
|
|
"Epoch 192/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0434 - lr: 3.9062e-05\n",
|
|
"Epoch 193/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0101 - lr: 3.9062e-05\n",
|
|
"Epoch 194/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0087 - lr: 3.9062e-05\n",
|
|
"Epoch 195/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0212 - lr: 3.9062e-05\n",
|
|
"Epoch 196/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0185 - lr: 3.9062e-05\n",
|
|
"Epoch 197/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0654 - lr: 3.9062e-05\n",
|
|
"Epoch 198/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0122 - lr: 3.9062e-05\n",
|
|
"Epoch 199/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0077 - lr: 3.9062e-05\n",
|
|
"Epoch 200/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0086 - lr: 3.9062e-05\n",
|
|
"Epoch 201/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0058 - lr: 3.9062e-05\n",
|
|
"Epoch 202/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0134 - lr: 3.9062e-05\n",
|
|
"Epoch 203/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0553 - lr: 3.9062e-05\n",
|
|
"Epoch 204/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0058 - lr: 3.9062e-05\n",
|
|
"Epoch 205/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0239 - lr: 3.9062e-05\n",
|
|
"Epoch 206/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0095 - lr: 3.9062e-05\n",
|
|
"Epoch 207/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0299 - lr: 3.9062e-05\n",
|
|
"Epoch 208/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0111 - lr: 3.9062e-05\n",
|
|
"Epoch 209/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0288 - lr: 3.9062e-05\n",
|
|
"Epoch 210/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0236 - lr: 3.9062e-05\n",
|
|
"Epoch 211/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0035 - lr: 3.9062e-05\n",
|
|
"Epoch 212/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0315 - lr: 3.9062e-05\n",
|
|
"Epoch 213/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0076 - lr: 3.9062e-05\n",
|
|
"Epoch 214/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0043 - lr: 3.9062e-05\n",
|
|
"Epoch 215/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0141 - lr: 3.9062e-05\n",
|
|
"Epoch 216/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0274 - lr: 3.9062e-05\n",
|
|
"Epoch 217/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0216 - lr: 3.9062e-05\n",
|
|
"Epoch 218/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0063 - lr: 3.9062e-05\n",
|
|
"Epoch 219/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0076 - lr: 3.9062e-05\n",
|
|
"Epoch 220/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0061 - lr: 3.9062e-05\n",
|
|
"Epoch 221/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0179 - lr: 3.9062e-05\n",
|
|
"Epoch 222/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0463 - lr: 3.9062e-05\n",
|
|
"Epoch 223/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0545 - lr: 3.9062e-05\n",
|
|
"Epoch 224/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0094 - lr: 3.9062e-05\n",
|
|
"Epoch 225/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0534 - lr: 3.9062e-05\n",
|
|
"Epoch 226/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0254 - lr: 3.9062e-05\n",
|
|
"Epoch 227/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0067 - lr: 3.9062e-05\n",
|
|
"Epoch 228/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0080 - lr: 3.9062e-05\n",
|
|
"Epoch 229/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0116 - lr: 3.9062e-05\n",
|
|
"Epoch 230/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0381 - lr: 3.9062e-05\n",
|
|
"Epoch 231/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0471 - lr: 3.9062e-05\n",
|
|
"Epoch 232/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0042 - lr: 3.9062e-05\n",
|
|
"Epoch 233/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0097 - lr: 3.9062e-05\n",
|
|
"Epoch 234/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0033 - lr: 3.9062e-05\n",
|
|
"Epoch 235/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0030 - lr: 3.9062e-05\n",
|
|
"Epoch 236/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0184 - lr: 3.9062e-05\n",
|
|
"Epoch 237/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0214 - lr: 3.9062e-05\n",
|
|
"Epoch 238/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0520 - lr: 3.9062e-05\n",
|
|
"Epoch 239/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0182 - lr: 3.9062e-05\n",
|
|
"Epoch 240/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0103 - lr: 3.9062e-05\n",
|
|
"Epoch 241/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0041 - lr: 3.9062e-05\n",
|
|
"Epoch 242/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0509 - lr: 3.9062e-05\n",
|
|
"Epoch 243/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0191 - lr: 3.9062e-05\n",
|
|
"Epoch 244/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 245/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0174 - lr: 3.9062e-05\n",
|
|
"Epoch 246/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0035 - lr: 3.9062e-05\n",
|
|
"Epoch 247/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0113 - lr: 3.9062e-05\n",
|
|
"Epoch 248/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0075 - lr: 3.9062e-05\n",
|
|
"Epoch 249/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0139 - lr: 3.9062e-05\n",
|
|
"Epoch 250/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0072 - lr: 3.9062e-05\n",
|
|
"Epoch 251/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0197 - lr: 3.9062e-05\n",
|
|
"Epoch 252/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0061 - lr: 3.9062e-05\n",
|
|
"Epoch 253/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0181 - lr: 3.9062e-05\n",
|
|
"Epoch 254/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0148 - lr: 3.9062e-05\n",
|
|
"Epoch 255/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0328 - lr: 3.9062e-05\n",
|
|
"Epoch 256/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0056 - lr: 3.9062e-05\n",
|
|
"Epoch 257/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0374 - lr: 3.9062e-05\n",
|
|
"Epoch 258/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0133 - lr: 3.9062e-05\n",
|
|
"Epoch 259/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0173 - lr: 3.9062e-05\n",
|
|
"Epoch 260/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0105 - lr: 3.9062e-05\n",
|
|
"Epoch 261/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0116 - lr: 1.9531e-05\n",
|
|
"Epoch 262/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 263/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0093 - lr: 1.9531e-05\n",
|
|
"Epoch 264/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0160 - lr: 1.9531e-05\n",
|
|
"Epoch 265/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 1.9531e-05\n",
|
|
"Epoch 266/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0045 - lr: 1.9531e-05\n",
|
|
"Epoch 267/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0038 - lr: 1.9531e-05\n",
|
|
"Epoch 268/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 1.9531e-05\n",
|
|
"Epoch 269/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0036 - lr: 1.9531e-05\n",
|
|
"Epoch 270/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0131 - lr: 1.9531e-05\n",
|
|
"Epoch 271/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0034 - lr: 1.9531e-05\n",
|
|
"Epoch 272/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0053 - lr: 1.9531e-05\n",
|
|
"Epoch 273/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0034 - lr: 1.9531e-05\n",
|
|
"Epoch 274/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0035 - lr: 1.9531e-05\n",
|
|
"Epoch 275/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0062 - lr: 1.9531e-05\n",
|
|
"Epoch 276/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0040 - lr: 1.9531e-05\n",
|
|
"Epoch 277/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0064 - lr: 1.9531e-05\n",
|
|
"Epoch 278/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0050 - lr: 1.9531e-05\n",
|
|
"Epoch 279/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0121 - lr: 1.9531e-05\n",
|
|
"Epoch 280/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 281/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0051 - lr: 1.9531e-05\n",
|
|
"Epoch 282/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 283/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0075 - lr: 1.9531e-05\n",
|
|
"Epoch 284/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 285/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0041 - lr: 1.9531e-05\n",
|
|
"Epoch 286/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0052 - lr: 1.9531e-05\n",
|
|
"Epoch 287/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0064 - lr: 1.9531e-05\n",
|
|
"Epoch 288/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0029 - lr: 1.9531e-05\n",
|
|
"Epoch 289/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0057 - lr: 1.9531e-05\n",
|
|
"Epoch 290/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0056 - lr: 1.9531e-05\n",
|
|
"Epoch 291/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0096 - lr: 1.9531e-05\n",
|
|
"Epoch 292/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0036 - lr: 1.9531e-05\n",
|
|
"Epoch 293/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0075 - lr: 1.9531e-05\n",
|
|
"Epoch 294/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0066 - lr: 1.9531e-05\n",
|
|
"Epoch 295/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0039 - lr: 1.9531e-05\n",
|
|
"Epoch 296/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0050 - lr: 1.9531e-05\n",
|
|
"Epoch 297/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0056 - lr: 1.9531e-05\n",
|
|
"Epoch 298/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0056 - lr: 1.9531e-05\n",
|
|
"Epoch 299/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0140 - lr: 1.9531e-05\n",
|
|
"Epoch 300/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0034 - lr: 1.9531e-05\n",
|
|
"Epoch 301/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0038 - lr: 1.9531e-05\n",
|
|
"Epoch 302/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0045 - lr: 1.9531e-05\n",
|
|
"Epoch 303/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0078 - lr: 1.9531e-05\n",
|
|
"Epoch 304/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0113 - lr: 1.9531e-05\n",
|
|
"Epoch 305/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 306/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0074 - lr: 1.9531e-05\n",
|
|
"Epoch 307/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0069 - lr: 1.9531e-05\n",
|
|
"Epoch 308/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 1.9531e-05\n",
|
|
"Epoch 309/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0054 - lr: 1.9531e-05\n",
|
|
"Epoch 310/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0034 - lr: 1.9531e-05\n",
|
|
"Epoch 311/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0106 - lr: 1.9531e-05\n",
|
|
"Epoch 312/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0080 - lr: 1.9531e-05\n",
|
|
"Epoch 313/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0068 - lr: 1.9531e-05\n",
|
|
"Epoch 314/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0057 - lr: 1.9531e-05\n",
|
|
"Epoch 315/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0036 - lr: 1.9531e-05\n",
|
|
"Epoch 316/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0038 - lr: 1.9531e-05\n",
|
|
"Epoch 317/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0172 - lr: 1.9531e-05\n",
|
|
"Epoch 318/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0070 - lr: 1.9531e-05\n",
|
|
"Epoch 319/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0079 - lr: 1.9531e-05\n",
|
|
"Epoch 320/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0048 - lr: 1.9531e-05\n",
|
|
"Epoch 321/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0073 - lr: 1.9531e-05\n",
|
|
"Epoch 322/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 323/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0166 - lr: 1.9531e-05\n",
|
|
"Epoch 324/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0040 - lr: 1.9531e-05\n",
|
|
"Epoch 325/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0047 - lr: 1.9531e-05\n",
|
|
"Epoch 326/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0104 - lr: 1.9531e-05\n",
|
|
"Epoch 327/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0161 - lr: 1.9531e-05\n",
|
|
"Epoch 328/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0036 - lr: 1.9531e-05\n",
|
|
"Epoch 329/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0146 - lr: 1.9531e-05\n",
|
|
"Epoch 330/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0042 - lr: 1.9531e-05\n",
|
|
"Epoch 331/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 332/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0058 - lr: 9.7656e-06\n",
|
|
"Epoch 333/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 334/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0055 - lr: 9.7656e-06\n",
|
|
"Epoch 335/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0038 - lr: 9.7656e-06\n",
|
|
"Epoch 336/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 337/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 338/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 339/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 340/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 341/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0072 - lr: 9.7656e-06\n",
|
|
"Epoch 342/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0038 - lr: 9.7656e-06\n",
|
|
"Epoch 343/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0039 - lr: 9.7656e-06\n",
|
|
"Epoch 344/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0051 - lr: 9.7656e-06\n",
|
|
"Epoch 345/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0033 - lr: 9.7656e-06\n",
|
|
"Epoch 346/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 347/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0053 - lr: 9.7656e-06\n",
|
|
"Epoch 348/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0062 - lr: 9.7656e-06\n",
|
|
"Epoch 349/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0036 - lr: 9.7656e-06\n",
|
|
"Epoch 350/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 351/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0045 - lr: 9.7656e-06\n",
|
|
"Epoch 352/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 353/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 354/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 355/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 356/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 357/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0049 - lr: 9.7656e-06\n",
|
|
"Epoch 358/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0060 - lr: 9.7656e-06\n",
|
|
"Epoch 359/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 360/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 361/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 362/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 363/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0033 - lr: 9.7656e-06\n",
|
|
"Epoch 364/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 365/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 366/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0033 - lr: 9.7656e-06\n",
|
|
"Epoch 367/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 368/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 369/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 370/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 371/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 372/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 373/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0036 - lr: 9.7656e-06\n",
|
|
"Epoch 374/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 375/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 376/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 377/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 378/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0041 - lr: 9.7656e-06\n",
|
|
"Epoch 379/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0045 - lr: 9.7656e-06\n",
|
|
"Epoch 380/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0058 - lr: 9.7656e-06\n",
|
|
"Epoch 381/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0055 - lr: 9.7656e-06\n",
|
|
"Epoch 382/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 383/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 384/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 385/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0040 - lr: 9.7656e-06\n",
|
|
"Epoch 386/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0048 - lr: 9.7656e-06\n",
|
|
"Epoch 387/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0036 - lr: 9.7656e-06\n",
|
|
"Epoch 388/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0074 - lr: 9.7656e-06\n",
|
|
"Epoch 389/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0072 - lr: 9.7656e-06\n",
|
|
"Epoch 390/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0037 - lr: 4.8828e-06\n",
|
|
"Epoch 391/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 392/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0037 - lr: 4.8828e-06\n",
|
|
"Epoch 393/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 394/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 395/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0034 - lr: 4.8828e-06\n",
|
|
"Epoch 396/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 397/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 398/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 399/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 400/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 401/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 402/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 403/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 404/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0037 - lr: 4.8828e-06\n",
|
|
"Epoch 405/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 406/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 407/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 408/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 409/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 410/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 411/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 412/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 413/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 414/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 415/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 416/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0033 - lr: 4.8828e-06\n",
|
|
"Epoch 417/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 418/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0041 - lr: 4.8828e-06\n",
|
|
"Epoch 419/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 420/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 421/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 422/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 423/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 424/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 425/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 426/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0033 - lr: 4.8828e-06\n",
|
|
"Epoch 427/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 428/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 429/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 430/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 431/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 432/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 433/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 434/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 435/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 436/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 437/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 438/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 2.4414e-06\n",
|
|
"Epoch 439/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 440/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 441/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 442/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 443/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0030 - lr: 2.4414e-06\n",
|
|
"Epoch 444/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 445/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 446/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 447/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 448/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 449/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 450/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 451/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0029 - lr: 2.4414e-06\n",
|
|
"Epoch 452/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 453/1024\n",
|
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
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"Epoch 454/1024\n",
|
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
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"Epoch 455/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
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"Epoch 456/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
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"Epoch 457/1024\n",
|
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
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"Epoch 458/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
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"Epoch 459/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
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"Epoch 460/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 461/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
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"Epoch 462/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
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"Epoch 463/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 464/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 465/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 466/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 467/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 468/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 469/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 470/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 471/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 472/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 473/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 474/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 475/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 476/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 477/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 478/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 479/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 480/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 481/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 482/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 483/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 1.2207e-06\n",
|
|
"Epoch 484/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 485/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 486/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 487/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 488/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 489/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 490/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 491/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 492/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 493/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 494/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 6.1035e-07\n",
|
|
"Epoch 495/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 496/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 497/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 498/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 499/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 500/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 501/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 502/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 503/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 504/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 505/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0027 - lr: 6.1035e-07\n",
|
|
"Epoch 506/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 507/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 508/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 509/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 510/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 511/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 512/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 513/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 514/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 515/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 516/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 517/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 518/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 519/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 520/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 521/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 522/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 523/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 524/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 525/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 526/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 527/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 528/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 529/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 530/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 531/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 532/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 533/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 534/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 3.0518e-07\n",
|
|
"Epoch 535/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 536/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 537/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 538/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 539/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 540/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 541/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 542/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 543/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 544/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 545/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 546/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 547/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 548/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 549/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 550/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 551/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 552/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 553/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 554/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 555/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 556/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 557/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 558/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 559/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.5259e-07\n",
|
|
"Epoch 560/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 561/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 562/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 563/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 564/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 565/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 566/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 567/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 568/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 569/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 570/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 571/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 572/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 573/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 574/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 575/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 576/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 577/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 578/1024\n",
|
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 579/1024\n",
|
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 580/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 581/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 582/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
|
"Epoch 583/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 584/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 7.6294e-08\n",
|
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"Epoch 585/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 586/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 587/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 588/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 589/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 590/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 591/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 592/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 593/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 594/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 595/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 596/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 597/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 598/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 599/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 600/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 601/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 602/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 603/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 604/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 605/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 606/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 607/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 608/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 609/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 3.8147e-08\n",
|
|
"Epoch 610/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 611/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 612/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 613/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 614/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 615/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 616/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 617/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 618/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 619/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 620/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 621/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 622/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 623/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 624/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 625/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 626/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 627/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 628/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 629/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 630/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 631/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 632/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 633/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 634/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 1.9073e-08\n",
|
|
"Epoch 635/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 636/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 637/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 638/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 639/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 640/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 641/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 642/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 643/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 644/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 645/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 646/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 647/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 648/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 649/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 650/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 651/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 652/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 653/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 654/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 655/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 656/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 657/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 658/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 659/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0026 - lr: 9.5367e-09\n",
|
|
"Epoch 1/1024\n",
|
|
"90/90 [==============================] - 1s 2ms/step - loss: 0.0162 - val_loss: 0.0337 - lr: 0.0025\n",
|
|
"Epoch 2/1024\n",
|
|
"90/90 [==============================] - 0s 878us/step - loss: 0.0086 - val_loss: 0.0453 - lr: 0.0025\n",
|
|
"Epoch 3/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0070 - val_loss: 0.1119 - lr: 0.0025\n",
|
|
"Epoch 4/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0061 - val_loss: 0.2422 - lr: 0.0025\n",
|
|
"Epoch 5/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0055 - val_loss: 0.1867 - lr: 0.0025\n",
|
|
"Epoch 6/1024\n",
|
|
"90/90 [==============================] - 0s 882us/step - loss: 0.0051 - val_loss: 0.0551 - lr: 0.0025\n",
|
|
"Epoch 7/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0046 - val_loss: 0.1507 - lr: 0.0025\n",
|
|
"Epoch 8/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0043 - val_loss: 0.1627 - lr: 0.0025\n",
|
|
"Epoch 9/1024\n",
|
|
"90/90 [==============================] - 0s 973us/step - loss: 0.0045 - val_loss: 0.2282 - lr: 0.0025\n",
|
|
"Epoch 10/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0042 - val_loss: 0.0914 - lr: 0.0025\n",
|
|
"Epoch 11/1024\n",
|
|
"90/90 [==============================] - 0s 877us/step - loss: 0.0043 - val_loss: 0.3210 - lr: 0.0025\n",
|
|
"Epoch 12/1024\n",
|
|
"90/90 [==============================] - 0s 909us/step - loss: 0.0040 - val_loss: 0.1090 - lr: 0.0025\n",
|
|
"Epoch 13/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0040 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 14/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0041 - val_loss: 0.0339 - lr: 0.0025\n",
|
|
"Epoch 15/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0042 - val_loss: 0.0163 - lr: 0.0025\n",
|
|
"Epoch 16/1024\n",
|
|
"90/90 [==============================] - 0s 856us/step - loss: 0.0041 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 17/1024\n",
|
|
"90/90 [==============================] - 0s 925us/step - loss: 0.0039 - val_loss: 0.0743 - lr: 0.0025\n",
|
|
"Epoch 18/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0039 - val_loss: 0.2028 - lr: 0.0025\n",
|
|
"Epoch 19/1024\n",
|
|
"90/90 [==============================] - 0s 844us/step - loss: 0.0037 - val_loss: 0.3298 - lr: 0.0025\n",
|
|
"Epoch 20/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0038 - val_loss: 0.2000 - lr: 0.0025\n",
|
|
"Epoch 21/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0036 - val_loss: 0.0345 - lr: 0.0025\n",
|
|
"Epoch 22/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0037 - val_loss: 0.3248 - lr: 0.0025\n",
|
|
"Epoch 23/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0037 - val_loss: 0.3253 - lr: 0.0025\n",
|
|
"Epoch 24/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0035 - val_loss: 0.3070 - lr: 0.0025\n",
|
|
"Epoch 25/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0036 - val_loss: 0.3283 - lr: 0.0025\n",
|
|
"Epoch 26/1024\n",
|
|
"90/90 [==============================] - 0s 877us/step - loss: 0.0036 - val_loss: 0.0853 - lr: 0.0025\n",
|
|
"Epoch 27/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0036 - val_loss: 0.2262 - lr: 0.0025\n",
|
|
"Epoch 28/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0035 - val_loss: 0.3298 - lr: 0.0025\n",
|
|
"Epoch 29/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0038 - val_loss: 0.1514 - lr: 0.0025\n",
|
|
"Epoch 30/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0035 - val_loss: 0.0532 - lr: 0.0025\n",
|
|
"Epoch 31/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0039 - val_loss: 0.1852 - lr: 0.0025\n",
|
|
"Epoch 32/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0035 - val_loss: 0.1469 - lr: 0.0025\n",
|
|
"Epoch 33/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0036 - val_loss: 0.1926 - lr: 0.0025\n",
|
|
"Epoch 34/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0034 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 35/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0035 - val_loss: 0.2885 - lr: 0.0025\n",
|
|
"Epoch 36/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0037 - val_loss: 0.2894 - lr: 0.0025\n",
|
|
"Epoch 37/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0036 - val_loss: 0.2274 - lr: 0.0025\n",
|
|
"Epoch 38/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0035 - val_loss: 0.1992 - lr: 0.0025\n",
|
|
"Epoch 39/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0035 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 40/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0034 - val_loss: 0.3245 - lr: 0.0025\n",
|
|
"Epoch 41/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0035 - val_loss: 0.3290 - lr: 0.0012\n",
|
|
"Epoch 42/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0034 - val_loss: 0.1089 - lr: 0.0012\n",
|
|
"Epoch 43/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0033 - val_loss: 0.0756 - lr: 0.0012\n",
|
|
"Epoch 44/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0034 - val_loss: 0.0401 - lr: 0.0012\n",
|
|
"Epoch 45/1024\n",
|
|
"90/90 [==============================] - 0s 799us/step - loss: 0.0033 - val_loss: 0.3272 - lr: 0.0012\n",
|
|
"Epoch 46/1024\n",
|
|
"90/90 [==============================] - 0s 801us/step - loss: 0.0033 - val_loss: 0.3168 - lr: 0.0012\n",
|
|
"Epoch 47/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0033 - val_loss: 0.3233 - lr: 0.0012\n",
|
|
"Epoch 48/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.1908 - lr: 0.0012\n",
|
|
"Epoch 49/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0034 - val_loss: 0.2271 - lr: 0.0012\n",
|
|
"Epoch 50/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0032 - val_loss: 0.0582 - lr: 0.0012\n",
|
|
"Epoch 51/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0033 - val_loss: 0.2781 - lr: 0.0012\n",
|
|
"Epoch 52/1024\n",
|
|
"90/90 [==============================] - 0s 956us/step - loss: 0.0031 - val_loss: 0.1596 - lr: 0.0012\n",
|
|
"Epoch 53/1024\n",
|
|
"90/90 [==============================] - 0s 845us/step - loss: 0.0032 - val_loss: 0.0435 - lr: 0.0012\n",
|
|
"Epoch 54/1024\n",
|
|
"90/90 [==============================] - 0s 800us/step - loss: 0.0033 - val_loss: 0.0385 - lr: 0.0012\n",
|
|
"Epoch 55/1024\n",
|
|
"90/90 [==============================] - 0s 799us/step - loss: 0.0032 - val_loss: 0.0780 - lr: 0.0012\n",
|
|
"Epoch 56/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0033 - val_loss: 0.3291 - lr: 0.0012\n",
|
|
"Epoch 57/1024\n",
|
|
"90/90 [==============================] - 0s 939us/step - loss: 0.0032 - val_loss: 0.1991 - lr: 0.0012\n",
|
|
"Epoch 58/1024\n",
|
|
"90/90 [==============================] - 0s 807us/step - loss: 0.0033 - val_loss: 0.2066 - lr: 0.0012\n",
|
|
"Epoch 59/1024\n",
|
|
"90/90 [==============================] - 0s 891us/step - loss: 0.0031 - val_loss: 0.2353 - lr: 0.0012\n",
|
|
"Epoch 60/1024\n",
|
|
"90/90 [==============================] - 0s 957us/step - loss: 0.0033 - val_loss: 0.1137 - lr: 0.0012\n",
|
|
"Epoch 61/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0032 - val_loss: 0.3180 - lr: 0.0012\n",
|
|
"Epoch 62/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0033 - val_loss: 0.2062 - lr: 0.0012\n",
|
|
"Epoch 63/1024\n",
|
|
"90/90 [==============================] - 0s 803us/step - loss: 0.0031 - val_loss: 0.2061 - lr: 0.0012\n",
|
|
"Epoch 64/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.3123 - lr: 0.0012\n",
|
|
"Epoch 65/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0031 - val_loss: 0.3288 - lr: 0.0012\n",
|
|
"Epoch 66/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0032 - val_loss: 0.3214 - lr: 6.2500e-04\n",
|
|
"Epoch 67/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0031 - val_loss: 0.1355 - lr: 6.2500e-04\n",
|
|
"Epoch 68/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0030 - val_loss: 0.0484 - lr: 6.2500e-04\n",
|
|
"Epoch 69/1024\n",
|
|
"90/90 [==============================] - 0s 855us/step - loss: 0.0031 - val_loss: 0.2270 - lr: 6.2500e-04\n",
|
|
"Epoch 70/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0456 - lr: 6.2500e-04\n",
|
|
"Epoch 71/1024\n",
|
|
"90/90 [==============================] - 0s 853us/step - loss: 0.0031 - val_loss: 0.1166 - lr: 6.2500e-04\n",
|
|
"Epoch 72/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0031 - val_loss: 0.0350 - lr: 6.2500e-04\n",
|
|
"Epoch 73/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0030 - val_loss: 0.2658 - lr: 6.2500e-04\n",
|
|
"Epoch 74/1024\n",
|
|
"90/90 [==============================] - 0s 807us/step - loss: 0.0030 - val_loss: 0.0387 - lr: 6.2500e-04\n",
|
|
"Epoch 75/1024\n",
|
|
"90/90 [==============================] - 0s 974us/step - loss: 0.0031 - val_loss: 0.2661 - lr: 6.2500e-04\n",
|
|
"Epoch 76/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0031 - val_loss: 0.0306 - lr: 6.2500e-04\n",
|
|
"Epoch 77/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0031 - val_loss: 0.0508 - lr: 6.2500e-04\n",
|
|
"Epoch 78/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0030 - val_loss: 0.0662 - lr: 6.2500e-04\n",
|
|
"Epoch 79/1024\n",
|
|
"90/90 [==============================] - 0s 953us/step - loss: 0.0032 - val_loss: 0.1038 - lr: 6.2500e-04\n",
|
|
"Epoch 80/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0031 - val_loss: 0.0455 - lr: 6.2500e-04\n",
|
|
"Epoch 81/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0032 - val_loss: 0.2104 - lr: 6.2500e-04\n",
|
|
"Epoch 82/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0288 - lr: 6.2500e-04\n",
|
|
"Epoch 83/1024\n",
|
|
"90/90 [==============================] - 0s 974us/step - loss: 0.0030 - val_loss: 0.1063 - lr: 6.2500e-04\n",
|
|
"Epoch 84/1024\n",
|
|
"90/90 [==============================] - 0s 892us/step - loss: 0.0031 - val_loss: 0.3056 - lr: 6.2500e-04\n",
|
|
"Epoch 85/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0030 - val_loss: 0.3213 - lr: 6.2500e-04\n",
|
|
"Epoch 86/1024\n",
|
|
"90/90 [==============================] - 0s 863us/step - loss: 0.0032 - val_loss: 0.0759 - lr: 6.2500e-04\n",
|
|
"Epoch 87/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0029 - val_loss: 0.2254 - lr: 6.2500e-04\n",
|
|
"Epoch 88/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0031 - val_loss: 0.0319 - lr: 6.2500e-04\n",
|
|
"Epoch 89/1024\n",
|
|
"90/90 [==============================] - 0s 847us/step - loss: 0.0031 - val_loss: 0.1777 - lr: 6.2500e-04\n",
|
|
"Epoch 90/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0031 - val_loss: 0.1783 - lr: 6.2500e-04\n",
|
|
"Epoch 91/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0056 - lr: 3.1250e-04\n",
|
|
"Epoch 92/1024\n",
|
|
"90/90 [==============================] - 0s 849us/step - loss: 0.0030 - val_loss: 0.0405 - lr: 3.1250e-04\n",
|
|
"Epoch 93/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0030 - val_loss: 0.1284 - lr: 3.1250e-04\n",
|
|
"Epoch 94/1024\n",
|
|
"90/90 [==============================] - 0s 848us/step - loss: 0.0030 - val_loss: 0.0306 - lr: 3.1250e-04\n",
|
|
"Epoch 95/1024\n",
|
|
"90/90 [==============================] - 0s 849us/step - loss: 0.0030 - val_loss: 0.0071 - lr: 3.1250e-04\n",
|
|
"Epoch 96/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0030 - val_loss: 0.1139 - lr: 3.1250e-04\n",
|
|
"Epoch 97/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0031 - val_loss: 0.0524 - lr: 3.1250e-04\n",
|
|
"Epoch 98/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0031 - val_loss: 0.0218 - lr: 3.1250e-04\n",
|
|
"Epoch 99/1024\n",
|
|
"90/90 [==============================] - 0s 973us/step - loss: 0.0030 - val_loss: 0.2167 - lr: 3.1250e-04\n",
|
|
"Epoch 100/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0029 - val_loss: 0.0393 - lr: 3.1250e-04\n",
|
|
"Epoch 101/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0030 - val_loss: 0.0430 - lr: 3.1250e-04\n",
|
|
"Epoch 102/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0031 - val_loss: 0.0761 - lr: 3.1250e-04\n",
|
|
"Epoch 103/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0030 - val_loss: 0.0112 - lr: 3.1250e-04\n",
|
|
"Epoch 104/1024\n",
|
|
"90/90 [==============================] - 0s 845us/step - loss: 0.0029 - val_loss: 0.1880 - lr: 3.1250e-04\n",
|
|
"Epoch 105/1024\n",
|
|
"90/90 [==============================] - 0s 857us/step - loss: 0.0030 - val_loss: 0.0084 - lr: 3.1250e-04\n",
|
|
"Epoch 106/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0030 - val_loss: 0.0204 - lr: 3.1250e-04\n",
|
|
"Epoch 107/1024\n",
|
|
"90/90 [==============================] - 0s 838us/step - loss: 0.0030 - val_loss: 0.0173 - lr: 3.1250e-04\n",
|
|
"Epoch 108/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0031 - val_loss: 0.2058 - lr: 3.1250e-04\n",
|
|
"Epoch 109/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0875 - lr: 3.1250e-04\n",
|
|
"Epoch 110/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0029 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 111/1024\n",
|
|
"90/90 [==============================] - 0s 806us/step - loss: 0.0029 - val_loss: 0.1672 - lr: 3.1250e-04\n",
|
|
"Epoch 112/1024\n",
|
|
"90/90 [==============================] - 0s 886us/step - loss: 0.0030 - val_loss: 0.1869 - lr: 3.1250e-04\n",
|
|
"Epoch 113/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0029 - val_loss: 0.0400 - lr: 3.1250e-04\n",
|
|
"Epoch 114/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0029 - val_loss: 0.2014 - lr: 3.1250e-04\n",
|
|
"Epoch 115/1024\n",
|
|
"90/90 [==============================] - 0s 804us/step - loss: 0.0030 - val_loss: 0.1869 - lr: 3.1250e-04\n",
|
|
"Epoch 116/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0030 - val_loss: 0.0204 - lr: 3.1250e-04\n",
|
|
"Epoch 117/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0048 - lr: 1.5625e-04\n",
|
|
"Epoch 118/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0038 - lr: 1.5625e-04\n",
|
|
"Epoch 119/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0644 - lr: 1.5625e-04\n",
|
|
"Epoch 120/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0028 - val_loss: 0.0170 - lr: 1.5625e-04\n",
|
|
"Epoch 121/1024\n",
|
|
"90/90 [==============================] - 0s 806us/step - loss: 0.0029 - val_loss: 0.0230 - lr: 1.5625e-04\n",
|
|
"Epoch 122/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0028 - val_loss: 0.0171 - lr: 1.5625e-04\n",
|
|
"Epoch 123/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0029 - val_loss: 0.0114 - lr: 1.5625e-04\n",
|
|
"Epoch 124/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0030 - val_loss: 0.0643 - lr: 1.5625e-04\n",
|
|
"Epoch 125/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0028 - val_loss: 0.0198 - lr: 1.5625e-04\n",
|
|
"Epoch 126/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0028 - val_loss: 0.0527 - lr: 1.5625e-04\n",
|
|
"Epoch 127/1024\n",
|
|
"90/90 [==============================] - 0s 906us/step - loss: 0.0031 - val_loss: 0.1066 - lr: 1.5625e-04\n",
|
|
"Epoch 128/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0029 - val_loss: 0.0126 - lr: 1.5625e-04\n",
|
|
"Epoch 129/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0029 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 130/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0237 - lr: 1.5625e-04\n",
|
|
"Epoch 131/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0030 - val_loss: 0.0102 - lr: 1.5625e-04\n",
|
|
"Epoch 132/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0029 - val_loss: 0.0119 - lr: 1.5625e-04\n",
|
|
"Epoch 133/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0029 - val_loss: 0.0440 - lr: 1.5625e-04\n",
|
|
"Epoch 134/1024\n",
|
|
"90/90 [==============================] - 0s 803us/step - loss: 0.0030 - val_loss: 0.1435 - lr: 1.5625e-04\n",
|
|
"Epoch 135/1024\n",
|
|
"90/90 [==============================] - 0s 802us/step - loss: 0.0029 - val_loss: 0.0172 - lr: 1.5625e-04\n",
|
|
"Epoch 136/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0030 - val_loss: 0.1439 - lr: 1.5625e-04\n",
|
|
"Epoch 137/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0029 - val_loss: 0.0572 - lr: 1.5625e-04\n",
|
|
"Epoch 138/1024\n",
|
|
"90/90 [==============================] - 0s 807us/step - loss: 0.0029 - val_loss: 0.0409 - lr: 1.5625e-04\n",
|
|
"Epoch 139/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0104 - lr: 1.5625e-04\n",
|
|
"Epoch 140/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0067 - lr: 1.5625e-04\n",
|
|
"Epoch 141/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0443 - lr: 1.5625e-04\n",
|
|
"Epoch 142/1024\n",
|
|
"90/90 [==============================] - 0s 883us/step - loss: 0.0029 - val_loss: 0.1467 - lr: 1.5625e-04\n",
|
|
"Epoch 143/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0030 - val_loss: 0.2135 - lr: 1.5625e-04\n",
|
|
"Epoch 144/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0078 - lr: 7.8125e-05\n",
|
|
"Epoch 145/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0030 - val_loss: 0.0148 - lr: 7.8125e-05\n",
|
|
"Epoch 146/1024\n",
|
|
"90/90 [==============================] - 0s 844us/step - loss: 0.0030 - val_loss: 0.0695 - lr: 7.8125e-05\n",
|
|
"Epoch 147/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0029 - val_loss: 0.0059 - lr: 7.8125e-05\n",
|
|
"Epoch 148/1024\n",
|
|
"90/90 [==============================] - 0s 895us/step - loss: 0.0028 - val_loss: 0.0314 - lr: 7.8125e-05\n",
|
|
"Epoch 149/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0029 - val_loss: 0.0089 - lr: 7.8125e-05\n",
|
|
"Epoch 150/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0029 - val_loss: 0.0090 - lr: 7.8125e-05\n",
|
|
"Epoch 151/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0029 - val_loss: 0.0410 - lr: 7.8125e-05\n",
|
|
"Epoch 152/1024\n",
|
|
"90/90 [==============================] - 0s 896us/step - loss: 0.0029 - val_loss: 0.0308 - lr: 7.8125e-05\n",
|
|
"Epoch 153/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0029 - val_loss: 0.0352 - lr: 7.8125e-05\n",
|
|
"Epoch 154/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0029 - val_loss: 0.0195 - lr: 7.8125e-05\n",
|
|
"Epoch 155/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0029 - val_loss: 0.0083 - lr: 7.8125e-05\n",
|
|
"Epoch 156/1024\n",
|
|
"90/90 [==============================] - 0s 1000us/step - loss: 0.0029 - val_loss: 0.0035 - lr: 7.8125e-05\n",
|
|
"Epoch 157/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0118 - lr: 7.8125e-05\n",
|
|
"Epoch 158/1024\n",
|
|
"90/90 [==============================] - 0s 855us/step - loss: 0.0029 - val_loss: 0.0365 - lr: 7.8125e-05\n",
|
|
"Epoch 159/1024\n",
|
|
"90/90 [==============================] - 0s 849us/step - loss: 0.0029 - val_loss: 0.0038 - lr: 7.8125e-05\n",
|
|
"Epoch 160/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0029 - val_loss: 0.0081 - lr: 7.8125e-05\n",
|
|
"Epoch 161/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0029 - val_loss: 0.0292 - lr: 7.8125e-05\n",
|
|
"Epoch 162/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0325 - lr: 7.8125e-05\n",
|
|
"Epoch 163/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0029 - val_loss: 0.0128 - lr: 7.8125e-05\n",
|
|
"Epoch 164/1024\n",
|
|
"90/90 [==============================] - 0s 844us/step - loss: 0.0029 - val_loss: 0.0098 - lr: 7.8125e-05\n",
|
|
"Epoch 165/1024\n",
|
|
"90/90 [==============================] - 0s 846us/step - loss: 0.0029 - val_loss: 0.0058 - lr: 7.8125e-05\n",
|
|
"Epoch 166/1024\n",
|
|
"90/90 [==============================] - 0s 945us/step - loss: 0.0028 - val_loss: 0.0283 - lr: 7.8125e-05\n",
|
|
"Epoch 167/1024\n",
|
|
"90/90 [==============================] - 0s 908us/step - loss: 0.0029 - val_loss: 0.0385 - lr: 7.8125e-05\n",
|
|
"Epoch 168/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0039 - lr: 7.8125e-05\n",
|
|
"Epoch 169/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0028 - val_loss: 0.0042 - lr: 7.8125e-05\n",
|
|
"Epoch 170/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0029 - val_loss: 0.0095 - lr: 7.8125e-05\n",
|
|
"Epoch 171/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0029 - val_loss: 0.0312 - lr: 7.8125e-05\n",
|
|
"Epoch 172/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0030 - val_loss: 0.0207 - lr: 7.8125e-05\n",
|
|
"Epoch 173/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0028 - val_loss: 0.0326 - lr: 7.8125e-05\n",
|
|
"Epoch 174/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0028 - val_loss: 0.0063 - lr: 7.8125e-05\n",
|
|
"Epoch 175/1024\n",
|
|
"90/90 [==============================] - 0s 852us/step - loss: 0.0028 - val_loss: 0.0125 - lr: 7.8125e-05\n",
|
|
"Epoch 176/1024\n",
|
|
"90/90 [==============================] - 0s 849us/step - loss: 0.0029 - val_loss: 0.0036 - lr: 7.8125e-05\n",
|
|
"Epoch 177/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0028 - val_loss: 0.0107 - lr: 7.8125e-05\n",
|
|
"Epoch 178/1024\n",
|
|
"90/90 [==============================] - 0s 908us/step - loss: 0.0029 - val_loss: 0.0442 - lr: 7.8125e-05\n",
|
|
"Epoch 179/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0030 - val_loss: 0.0142 - lr: 7.8125e-05\n",
|
|
"Epoch 180/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0029 - val_loss: 0.0171 - lr: 7.8125e-05\n",
|
|
"Epoch 181/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0028 - val_loss: 0.0116 - lr: 7.8125e-05\n",
|
|
"Epoch 182/1024\n",
|
|
"90/90 [==============================] - 0s 849us/step - loss: 0.0029 - val_loss: 0.0040 - lr: 3.9062e-05\n",
|
|
"Epoch 183/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0030 - val_loss: 0.0042 - lr: 3.9062e-05\n",
|
|
"Epoch 184/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0112 - lr: 3.9062e-05\n",
|
|
"Epoch 185/1024\n",
|
|
"90/90 [==============================] - 0s 804us/step - loss: 0.0028 - val_loss: 0.0047 - lr: 3.9062e-05\n",
|
|
"Epoch 186/1024\n",
|
|
"90/90 [==============================] - 0s 848us/step - loss: 0.0028 - val_loss: 0.0156 - lr: 3.9062e-05\n",
|
|
"Epoch 187/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0030 - val_loss: 0.0150 - lr: 3.9062e-05\n",
|
|
"Epoch 188/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0028 - val_loss: 0.0223 - lr: 3.9062e-05\n",
|
|
"Epoch 189/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0029 - val_loss: 0.0086 - lr: 3.9062e-05\n",
|
|
"Epoch 190/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0028 - val_loss: 0.0118 - lr: 3.9062e-05\n",
|
|
"Epoch 191/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0030 - val_loss: 0.0062 - lr: 3.9062e-05\n",
|
|
"Epoch 192/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0027 - val_loss: 0.0065 - lr: 3.9062e-05\n",
|
|
"Epoch 193/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0084 - lr: 3.9062e-05\n",
|
|
"Epoch 194/1024\n",
|
|
"90/90 [==============================] - 0s 800us/step - loss: 0.0030 - val_loss: 0.0120 - lr: 3.9062e-05\n",
|
|
"Epoch 195/1024\n",
|
|
"90/90 [==============================] - 0s 804us/step - loss: 0.0030 - val_loss: 0.0056 - lr: 3.9062e-05\n",
|
|
"Epoch 196/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0029 - val_loss: 0.0063 - lr: 3.9062e-05\n",
|
|
"Epoch 197/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0030 - val_loss: 0.0045 - lr: 3.9062e-05\n",
|
|
"Epoch 198/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0028 - val_loss: 0.0089 - lr: 3.9062e-05\n",
|
|
"Epoch 199/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0028 - val_loss: 0.0049 - lr: 3.9062e-05\n",
|
|
"Epoch 200/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0028 - val_loss: 0.0059 - lr: 3.9062e-05\n",
|
|
"Epoch 201/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0028 - val_loss: 0.0151 - lr: 3.9062e-05\n",
|
|
"Epoch 202/1024\n",
|
|
"90/90 [==============================] - 0s 997us/step - loss: 0.0029 - val_loss: 0.0030 - lr: 3.9062e-05\n",
|
|
"Epoch 203/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0029 - val_loss: 0.0047 - lr: 3.9062e-05\n",
|
|
"Epoch 204/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0030 - val_loss: 0.0040 - lr: 3.9062e-05\n",
|
|
"Epoch 205/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0028 - val_loss: 0.0070 - lr: 3.9062e-05\n",
|
|
"Epoch 206/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0029 - val_loss: 0.0060 - lr: 3.9062e-05\n",
|
|
"Epoch 207/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0029 - val_loss: 0.0052 - lr: 3.9062e-05\n",
|
|
"Epoch 208/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0029 - val_loss: 0.0135 - lr: 3.9062e-05\n",
|
|
"Epoch 209/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0029 - val_loss: 0.0046 - lr: 3.9062e-05\n",
|
|
"Epoch 210/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0057 - lr: 3.9062e-05\n",
|
|
"Epoch 211/1024\n",
|
|
"90/90 [==============================] - 0s 979us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 3.9062e-05\n",
|
|
"Epoch 212/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0029 - val_loss: 0.0089 - lr: 3.9062e-05\n",
|
|
"Epoch 213/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0028 - val_loss: 0.0048 - lr: 3.9062e-05\n",
|
|
"Epoch 214/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0029 - val_loss: 0.0050 - lr: 3.9062e-05\n",
|
|
"Epoch 215/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0030 - val_loss: 0.0058 - lr: 3.9062e-05\n",
|
|
"Epoch 216/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0029 - val_loss: 0.0037 - lr: 3.9062e-05\n",
|
|
"Epoch 217/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0059 - lr: 3.9062e-05\n",
|
|
"Epoch 218/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0202 - lr: 3.9062e-05\n",
|
|
"Epoch 219/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0029 - val_loss: 0.0313 - lr: 3.9062e-05\n",
|
|
"Epoch 220/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0030 - val_loss: 0.0050 - lr: 3.9062e-05\n",
|
|
"Epoch 221/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0029 - val_loss: 0.0115 - lr: 3.9062e-05\n",
|
|
"Epoch 222/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0029 - val_loss: 0.0046 - lr: 3.9062e-05\n",
|
|
"Epoch 223/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0065 - lr: 3.9062e-05\n",
|
|
"Epoch 224/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0029 - val_loss: 0.0044 - lr: 3.9062e-05\n",
|
|
"Epoch 225/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0029 - val_loss: 0.0489 - lr: 3.9062e-05\n",
|
|
"Epoch 226/1024\n",
|
|
"90/90 [==============================] - 0s 803us/step - loss: 0.0027 - val_loss: 0.0035 - lr: 3.9062e-05\n",
|
|
"Epoch 227/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0029 - val_loss: 0.0069 - lr: 3.9062e-05\n",
|
|
"Epoch 228/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0030 - val_loss: 0.0081 - lr: 3.9062e-05\n",
|
|
"Epoch 229/1024\n",
|
|
"90/90 [==============================] - 0s 995us/step - loss: 0.0029 - val_loss: 0.0028 - lr: 3.9062e-05\n",
|
|
"Epoch 230/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0029 - val_loss: 0.0077 - lr: 3.9062e-05\n",
|
|
"Epoch 231/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 3.9062e-05\n",
|
|
"Epoch 232/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0095 - lr: 3.9062e-05\n",
|
|
"Epoch 233/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0028 - val_loss: 0.0103 - lr: 3.9062e-05\n",
|
|
"Epoch 234/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0028 - val_loss: 0.0034 - lr: 3.9062e-05\n",
|
|
"Epoch 235/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0029 - val_loss: 0.0053 - lr: 3.9062e-05\n",
|
|
"Epoch 236/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0030 - val_loss: 0.0069 - lr: 3.9062e-05\n",
|
|
"Epoch 237/1024\n",
|
|
"90/90 [==============================] - 0s 862us/step - loss: 0.0029 - val_loss: 0.0173 - lr: 3.9062e-05\n",
|
|
"Epoch 238/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0057 - lr: 3.9062e-05\n",
|
|
"Epoch 239/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0029 - val_loss: 0.0139 - lr: 3.9062e-05\n",
|
|
"Epoch 240/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0029 - val_loss: 0.0090 - lr: 3.9062e-05\n",
|
|
"Epoch 241/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0029 - val_loss: 0.0045 - lr: 3.9062e-05\n",
|
|
"Epoch 242/1024\n",
|
|
"90/90 [==============================] - 0s 853us/step - loss: 0.0028 - val_loss: 0.0173 - lr: 3.9062e-05\n",
|
|
"Epoch 243/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0029 - val_loss: 0.0029 - lr: 3.9062e-05\n",
|
|
"Epoch 244/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0029 - val_loss: 0.0130 - lr: 3.9062e-05\n",
|
|
"Epoch 245/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0029 - val_loss: 0.0190 - lr: 3.9062e-05\n",
|
|
"Epoch 246/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0029 - val_loss: 0.0061 - lr: 3.9062e-05\n",
|
|
"Epoch 247/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0029 - val_loss: 0.0034 - lr: 3.9062e-05\n",
|
|
"Epoch 248/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0163 - lr: 3.9062e-05\n",
|
|
"Epoch 249/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0027 - val_loss: 0.0129 - lr: 3.9062e-05\n",
|
|
"Epoch 250/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0031 - val_loss: 0.0044 - lr: 3.9062e-05\n",
|
|
"Epoch 251/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0029 - val_loss: 0.0320 - lr: 3.9062e-05\n",
|
|
"Epoch 252/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0029 - val_loss: 0.0176 - lr: 3.9062e-05\n",
|
|
"Epoch 253/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0254 - lr: 3.9062e-05\n",
|
|
"Epoch 254/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0027 - val_loss: 0.0031 - lr: 3.9062e-05\n",
|
|
"Epoch 255/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0085 - lr: 1.9531e-05\n",
|
|
"Epoch 256/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0028 - val_loss: 0.0069 - lr: 1.9531e-05\n",
|
|
"Epoch 257/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0029 - val_loss: 0.0029 - lr: 1.9531e-05\n",
|
|
"Epoch 258/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0028 - val_loss: 0.0030 - lr: 1.9531e-05\n",
|
|
"Epoch 259/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0029 - val_loss: 0.0029 - lr: 1.9531e-05\n",
|
|
"Epoch 260/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 1.9531e-05\n",
|
|
"Epoch 261/1024\n",
|
|
"90/90 [==============================] - 0s 845us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 262/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0029 - val_loss: 0.0027 - lr: 1.9531e-05\n",
|
|
"Epoch 263/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0029 - val_loss: 0.0035 - lr: 1.9531e-05\n",
|
|
"Epoch 264/1024\n",
|
|
"90/90 [==============================] - 0s 852us/step - loss: 0.0029 - val_loss: 0.0036 - lr: 1.9531e-05\n",
|
|
"Epoch 265/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0028 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 266/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0028 - val_loss: 0.0033 - lr: 1.9531e-05\n",
|
|
"Epoch 267/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0029 - val_loss: 0.0041 - lr: 1.9531e-05\n",
|
|
"Epoch 268/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0029 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 269/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 270/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0027 - val_loss: 0.0050 - lr: 1.9531e-05\n",
|
|
"Epoch 271/1024\n",
|
|
"90/90 [==============================] - 0s 885us/step - loss: 0.0029 - val_loss: 0.0029 - lr: 1.9531e-05\n",
|
|
"Epoch 272/1024\n",
|
|
"90/90 [==============================] - 0s 881us/step - loss: 0.0028 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 273/1024\n",
|
|
"90/90 [==============================] - 0s 897us/step - loss: 0.0028 - val_loss: 0.0035 - lr: 1.9531e-05\n",
|
|
"Epoch 274/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0039 - lr: 1.9531e-05\n",
|
|
"Epoch 275/1024\n",
|
|
"90/90 [==============================] - 0s 889us/step - loss: 0.0029 - val_loss: 0.0039 - lr: 1.9531e-05\n",
|
|
"Epoch 276/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0028 - val_loss: 0.0053 - lr: 1.9531e-05\n",
|
|
"Epoch 277/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0029 - val_loss: 0.0033 - lr: 1.9531e-05\n",
|
|
"Epoch 278/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0028 - val_loss: 0.0061 - lr: 1.9531e-05\n",
|
|
"Epoch 279/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0029 - val_loss: 0.0072 - lr: 1.9531e-05\n",
|
|
"Epoch 280/1024\n",
|
|
"90/90 [==============================] - 0s 845us/step - loss: 0.0028 - val_loss: 0.0055 - lr: 1.9531e-05\n",
|
|
"Epoch 281/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 282/1024\n",
|
|
"90/90 [==============================] - 0s 900us/step - loss: 0.0029 - val_loss: 0.0040 - lr: 1.9531e-05\n",
|
|
"Epoch 283/1024\n",
|
|
"90/90 [==============================] - 0s 880us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 284/1024\n",
|
|
"90/90 [==============================] - 0s 972us/step - loss: 0.0028 - val_loss: 0.0052 - lr: 1.9531e-05\n",
|
|
"Epoch 285/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0030 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 286/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0029 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 287/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.7656e-06\n",
|
|
"Epoch 288/1024\n",
|
|
"90/90 [==============================] - 0s 843us/step - loss: 0.0030 - val_loss: 0.0055 - lr: 9.7656e-06\n",
|
|
"Epoch 289/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 290/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.7656e-06\n",
|
|
"Epoch 291/1024\n",
|
|
"90/90 [==============================] - 0s 910us/step - loss: 0.0028 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 292/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 293/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 294/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0038 - lr: 9.7656e-06\n",
|
|
"Epoch 295/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0028 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 296/1024\n",
|
|
"90/90 [==============================] - 0s 807us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 297/1024\n",
|
|
"90/90 [==============================] - 0s 855us/step - loss: 0.0027 - val_loss: 0.0033 - lr: 9.7656e-06\n",
|
|
"Epoch 298/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 299/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 300/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0035 - lr: 9.7656e-06\n",
|
|
"Epoch 301/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0028 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 302/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 303/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0029 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 304/1024\n",
|
|
"90/90 [==============================] - 0s 843us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 305/1024\n",
|
|
"90/90 [==============================] - 0s 853us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 306/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0028 - val_loss: 0.0052 - lr: 9.7656e-06\n",
|
|
"Epoch 307/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 308/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 309/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0029 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 310/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0030 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 311/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0028 - val_loss: 0.0033 - lr: 9.7656e-06\n",
|
|
"Epoch 312/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0029 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 313/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0029 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 314/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0029 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 315/1024\n",
|
|
"90/90 [==============================] - 0s 804us/step - loss: 0.0029 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 316/1024\n",
|
|
"90/90 [==============================] - 0s 853us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 317/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 318/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 319/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 320/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 321/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 322/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 323/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 324/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 325/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 326/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0028 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 327/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 328/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 329/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 330/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 331/1024\n",
|
|
"90/90 [==============================] - 0s 847us/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 332/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 333/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 334/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 335/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0029 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 336/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 337/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 338/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 339/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 340/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 341/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 342/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 343/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0030 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 344/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0029 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 345/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 346/1024\n",
|
|
"90/90 [==============================] - 0s 877us/step - loss: 0.0028 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 347/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0029 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 348/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0029 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 349/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 350/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 351/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 352/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 353/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 354/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 355/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 356/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 357/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 358/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 359/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 360/1024\n",
|
|
"90/90 [==============================] - 0s 864us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 361/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 362/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 363/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 364/1024\n",
|
|
"90/90 [==============================] - 0s 995us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 365/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 366/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 367/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 368/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 369/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 370/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 371/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 372/1024\n",
|
|
"90/90 [==============================] - 0s 838us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 373/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 374/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 375/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 376/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 377/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 378/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 379/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 380/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 381/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 382/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 383/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 384/1024\n",
|
|
"90/90 [==============================] - 0s 806us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 385/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0030 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 386/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 387/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 388/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 389/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 390/1024\n",
|
|
"90/90 [==============================] - 0s 889us/step - loss: 0.0029 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 391/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 392/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 393/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 394/1024\n",
|
|
"90/90 [==============================] - 0s 803us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 395/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 396/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 397/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 398/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 399/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 400/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 401/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 402/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 403/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 404/1024\n",
|
|
"90/90 [==============================] - 0s 848us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 405/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 406/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 407/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 408/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 409/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 410/1024\n",
|
|
"90/90 [==============================] - 0s 849us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 411/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 412/1024\n",
|
|
"90/90 [==============================] - 0s 804us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 413/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 414/1024\n",
|
|
"90/90 [==============================] - 0s 805us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 415/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 416/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 417/1024\n",
|
|
"90/90 [==============================] - 0s 806us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 418/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 419/1024\n",
|
|
"90/90 [==============================] - 0s 976us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 420/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 421/1024\n",
|
|
"90/90 [==============================] - 0s 877us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 422/1024\n",
|
|
"90/90 [==============================] - 0s 889us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 423/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 424/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 425/1024\n",
|
|
"90/90 [==============================] - 0s 937us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 426/1024\n",
|
|
"90/90 [==============================] - 0s 969us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 427/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 428/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 429/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 430/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 431/1024\n",
|
|
"90/90 [==============================] - 0s 986us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 432/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 433/1024\n",
|
|
"90/90 [==============================] - 0s 939us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 434/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 435/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 436/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 437/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 438/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 439/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0031 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 440/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 441/1024\n",
|
|
"90/90 [==============================] - 0s 790us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 442/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 443/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 444/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 445/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 446/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 447/1024\n",
|
|
"90/90 [==============================] - 0s 843us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 448/1024\n",
|
|
"90/90 [==============================] - 0s 804us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 449/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 450/1024\n",
|
|
"90/90 [==============================] - 0s 796us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 451/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 452/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 453/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 454/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 455/1024\n",
|
|
"90/90 [==============================] - 0s 937us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 456/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 457/1024\n",
|
|
"90/90 [==============================] - 0s 845us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 458/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 459/1024\n",
|
|
"90/90 [==============================] - 0s 934us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 460/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 461/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 462/1024\n",
|
|
"90/90 [==============================] - 0s 804us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 463/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 464/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 465/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 466/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 467/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 468/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 469/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 470/1024\n",
|
|
"90/90 [==============================] - 0s 868us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 471/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 472/1024\n",
|
|
"90/90 [==============================] - 0s 883us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 473/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 474/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 475/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 476/1024\n",
|
|
"90/90 [==============================] - 0s 850us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 477/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 478/1024\n",
|
|
"90/90 [==============================] - 0s 858us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 479/1024\n",
|
|
"90/90 [==============================] - 0s 851us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 480/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 481/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 482/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 483/1024\n",
|
|
"90/90 [==============================] - 0s 843us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 484/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 485/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 486/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 487/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 488/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 489/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 490/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 491/1024\n",
|
|
"90/90 [==============================] - 0s 931us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 492/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 493/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 494/1024\n",
|
|
"90/90 [==============================] - 0s 868us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 495/1024\n",
|
|
"90/90 [==============================] - 0s 864us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 496/1024\n",
|
|
"90/90 [==============================] - 0s 853us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 497/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 498/1024\n",
|
|
"90/90 [==============================] - 0s 940us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 499/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 500/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 501/1024\n",
|
|
"90/90 [==============================] - 0s 999us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 502/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 503/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 504/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 505/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 506/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 507/1024\n",
|
|
"90/90 [==============================] - 0s 933us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 508/1024\n",
|
|
"90/90 [==============================] - 0s 848us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 509/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 510/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 511/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 512/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 513/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 514/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 515/1024\n",
|
|
"90/90 [==============================] - 0s 858us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 516/1024\n",
|
|
"90/90 [==============================] - 0s 885us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 517/1024\n",
|
|
"90/90 [==============================] - 0s 843us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 518/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 519/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 520/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 521/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 522/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 523/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 524/1024\n",
|
|
"90/90 [==============================] - 0s 963us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 525/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 526/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 527/1024\n",
|
|
"90/90 [==============================] - 0s 846us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 528/1024\n",
|
|
"90/90 [==============================] - 0s 850us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 529/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 530/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 531/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 532/1024\n",
|
|
"90/90 [==============================] - 0s 874us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 533/1024\n",
|
|
"90/90 [==============================] - 0s 873us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 534/1024\n",
|
|
"90/90 [==============================] - 0s 864us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 535/1024\n",
|
|
"90/90 [==============================] - 0s 843us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 536/1024\n",
|
|
"90/90 [==============================] - 0s 855us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 537/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 538/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 539/1024\n",
|
|
"90/90 [==============================] - 0s 940us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 540/1024\n",
|
|
"90/90 [==============================] - 0s 970us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 541/1024\n",
|
|
"90/90 [==============================] - 0s 848us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 542/1024\n",
|
|
"90/90 [==============================] - 0s 853us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 543/1024\n",
|
|
"90/90 [==============================] - 0s 854us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 544/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 545/1024\n",
|
|
"90/90 [==============================] - 0s 939us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 546/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 547/1024\n",
|
|
"90/90 [==============================] - 0s 916us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 548/1024\n",
|
|
"90/90 [==============================] - 0s 844us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 549/1024\n",
|
|
"90/90 [==============================] - 0s 905us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 550/1024\n",
|
|
"90/90 [==============================] - 0s 857us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 551/1024\n",
|
|
"90/90 [==============================] - 0s 946us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 552/1024\n",
|
|
"90/90 [==============================] - 0s 925us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 553/1024\n",
|
|
"90/90 [==============================] - 0s 849us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 554/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 555/1024\n",
|
|
"90/90 [==============================] - 0s 855us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 556/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 557/1024\n",
|
|
"90/90 [==============================] - 0s 887us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 558/1024\n",
|
|
"90/90 [==============================] - 0s 937us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 559/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 560/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 561/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 562/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 563/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 564/1024\n",
|
|
"90/90 [==============================] - 0s 983us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 565/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 566/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 567/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 568/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 569/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 570/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 571/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 572/1024\n",
|
|
"90/90 [==============================] - 0s 846us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 573/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 574/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 575/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 576/1024\n",
|
|
"90/90 [==============================] - 0s 843us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 577/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 578/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 579/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 580/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 581/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 582/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 583/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 584/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 585/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 586/1024\n",
|
|
"90/90 [==============================] - 0s 848us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 587/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 588/1024\n",
|
|
"90/90 [==============================] - 0s 875us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 589/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 590/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 591/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 592/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 593/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 594/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 595/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 596/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 597/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 598/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 599/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 600/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 601/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 602/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 603/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 604/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 605/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 606/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 607/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 608/1024\n",
|
|
"90/90 [==============================] - 0s 846us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 609/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 610/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 611/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 612/1024\n",
|
|
"90/90 [==============================] - 0s 843us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 613/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 614/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 615/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 616/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 617/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 618/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 619/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 620/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 621/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 622/1024\n",
|
|
"90/90 [==============================] - 0s 957us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 623/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 624/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 625/1024\n",
|
|
"90/90 [==============================] - 0s 953us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 626/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 627/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 628/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 629/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 630/1024\n",
|
|
"90/90 [==============================] - 0s 924us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 631/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 632/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 633/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 634/1024\n",
|
|
"90/90 [==============================] - 0s 845us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 635/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 636/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 637/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 638/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 639/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 640/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 641/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 642/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 643/1024\n",
|
|
"90/90 [==============================] - 0s 868us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 644/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 645/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 646/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 647/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 648/1024\n",
|
|
"90/90 [==============================] - 0s 858us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 649/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 650/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 651/1024\n",
|
|
"90/90 [==============================] - 0s 846us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 652/1024\n",
|
|
"90/90 [==============================] - 0s 864us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 653/1024\n",
|
|
"90/90 [==============================] - 0s 851us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 654/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 655/1024\n",
|
|
"90/90 [==============================] - 0s 843us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 656/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 657/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 658/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 659/1024\n",
|
|
"90/90 [==============================] - 0s 884us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 660/1024\n",
|
|
"90/90 [==============================] - 0s 904us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 661/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 662/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 663/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 664/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 665/1024\n",
|
|
"90/90 [==============================] - 0s 906us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 666/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 667/1024\n",
|
|
"90/90 [==============================] - 0s 850us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 668/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 669/1024\n",
|
|
"90/90 [==============================] - 0s 806us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 670/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 671/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 672/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 673/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 674/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 675/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 676/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 677/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 678/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 679/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 680/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 681/1024\n",
|
|
"90/90 [==============================] - 0s 885us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 682/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 683/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 684/1024\n",
|
|
"90/90 [==============================] - 0s 805us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 685/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 686/1024\n",
|
|
"90/90 [==============================] - 0s 843us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 687/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 688/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 689/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 690/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 691/1024\n",
|
|
"90/90 [==============================] - 0s 860us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 692/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 693/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 694/1024\n",
|
|
"90/90 [==============================] - 0s 806us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 695/1024\n",
|
|
"90/90 [==============================] - 0s 850us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 696/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 697/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 698/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 699/1024\n",
|
|
"90/90 [==============================] - 0s 803us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 700/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 701/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 702/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 703/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 704/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 705/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 706/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 707/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 708/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 709/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 710/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 711/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 712/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 713/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 714/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 715/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 716/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 717/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 718/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 719/1024\n",
|
|
"90/90 [==============================] - 0s 858us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 720/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 721/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 722/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 723/1024\n",
|
|
"90/90 [==============================] - 0s 851us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 724/1024\n",
|
|
"90/90 [==============================] - 0s 848us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 725/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 726/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 727/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 728/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 729/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 730/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 731/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 732/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 733/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 734/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 735/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 736/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 737/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 738/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 739/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 740/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 741/1024\n",
|
|
"90/90 [==============================] - 0s 878us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 742/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 743/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 744/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 745/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 746/1024\n",
|
|
"90/90 [==============================] - 0s 851us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 747/1024\n",
|
|
"90/90 [==============================] - 0s 857us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 748/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 749/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 750/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 751/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 752/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 753/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 754/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 755/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 756/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 757/1024\n",
|
|
"90/90 [==============================] - 0s 857us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 758/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 759/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 760/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 761/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 762/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 763/1024\n",
|
|
"90/90 [==============================] - 0s 852us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 764/1024\n",
|
|
"90/90 [==============================] - 0s 852us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 765/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 766/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 767/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 768/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 769/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 770/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 771/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 772/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 773/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 774/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 775/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 776/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 777/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 778/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 779/1024\n",
|
|
"90/90 [==============================] - 0s 845us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 780/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 781/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 782/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 783/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 784/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 785/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 786/1024\n",
|
|
"90/90 [==============================] - 0s 843us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 787/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 788/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 789/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 790/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 791/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 792/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 793/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 794/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 795/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 796/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 797/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 798/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 799/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 800/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 801/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 802/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 803/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 804/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 805/1024\n",
|
|
"90/90 [==============================] - 0s 803us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 806/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 807/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 808/1024\n",
|
|
"90/90 [==============================] - 0s 807us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 809/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 810/1024\n",
|
|
"90/90 [==============================] - 0s 882us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 811/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 812/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 813/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 814/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 815/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 816/1024\n",
|
|
"90/90 [==============================] - 0s 846us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 817/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 818/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 819/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 820/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 821/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 822/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 823/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 824/1024\n",
|
|
"90/90 [==============================] - 0s 979us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 825/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 826/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 827/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 828/1024\n",
|
|
"90/90 [==============================] - 0s 888us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 829/1024\n",
|
|
"90/90 [==============================] - 0s 936us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 830/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 831/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 832/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 833/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 834/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 835/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 836/1024\n",
|
|
"90/90 [==============================] - 0s 852us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 837/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 838/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 839/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 840/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 841/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 842/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 843/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 844/1024\n",
|
|
"90/90 [==============================] - 0s 807us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 845/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 846/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 847/1024\n",
|
|
"90/90 [==============================] - 0s 838us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 848/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 849/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 850/1024\n",
|
|
"90/90 [==============================] - 0s 806us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 851/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 852/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 853/1024\n",
|
|
"90/90 [==============================] - 0s 959us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 854/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 855/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 856/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 857/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 858/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 859/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 860/1024\n",
|
|
"90/90 [==============================] - 0s 852us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 861/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 862/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 863/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 864/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 865/1024\n",
|
|
"90/90 [==============================] - 0s 881us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 866/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 867/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 868/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 869/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 870/1024\n",
|
|
"90/90 [==============================] - 0s 863us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 871/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 872/1024\n",
|
|
"90/90 [==============================] - 0s 858us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 873/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 874/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 875/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 876/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 877/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 878/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 879/1024\n",
|
|
"90/90 [==============================] - 0s 852us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 880/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 881/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 882/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 883/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 884/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 885/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 886/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 887/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 888/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 889/1024\n",
|
|
"90/90 [==============================] - 0s 906us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 890/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 891/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 892/1024\n",
|
|
"90/90 [==============================] - 0s 848us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 893/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 894/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 895/1024\n",
|
|
"90/90 [==============================] - 0s 847us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 896/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 897/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 898/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 899/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 900/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 901/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 902/1024\n",
|
|
"90/90 [==============================] - 0s 845us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 903/1024\n",
|
|
"90/90 [==============================] - 0s 860us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 904/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 905/1024\n",
|
|
"90/90 [==============================] - 0s 845us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 906/1024\n",
|
|
"90/90 [==============================] - 0s 952us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 907/1024\n",
|
|
"90/90 [==============================] - 0s 813us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 908/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 909/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 910/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 911/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 912/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 913/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 914/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 915/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 916/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 917/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 918/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 919/1024\n",
|
|
"90/90 [==============================] - 0s 838us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 920/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 921/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 922/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 923/1024\n",
|
|
"90/90 [==============================] - 0s 838us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 924/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 925/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 926/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 927/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 928/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 929/1024\n",
|
|
"90/90 [==============================] - 0s 844us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 930/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 931/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 932/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 933/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 934/1024\n",
|
|
"90/90 [==============================] - 0s 846us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 935/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 936/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 937/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 938/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 939/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 940/1024\n",
|
|
"90/90 [==============================] - 0s 838us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 941/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 942/1024\n",
|
|
"90/90 [==============================] - 0s 832us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 943/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 944/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 945/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 946/1024\n",
|
|
"90/90 [==============================] - 0s 846us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 947/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 948/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 949/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 950/1024\n",
|
|
"90/90 [==============================] - 0s 817us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 951/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 952/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 953/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 954/1024\n",
|
|
"90/90 [==============================] - 0s 810us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 955/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 956/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 957/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 958/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 959/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 960/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 961/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 962/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 963/1024\n",
|
|
"90/90 [==============================] - 0s 809us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 964/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 965/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 966/1024\n",
|
|
"90/90 [==============================] - 0s 839us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 967/1024\n",
|
|
"90/90 [==============================] - 0s 814us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 968/1024\n",
|
|
"90/90 [==============================] - 0s 819us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 969/1024\n",
|
|
"90/90 [==============================] - 0s 822us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 970/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 971/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 972/1024\n",
|
|
"90/90 [==============================] - 0s 849us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 973/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 974/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 975/1024\n",
|
|
"90/90 [==============================] - 0s 829us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 976/1024\n",
|
|
"90/90 [==============================] - 0s 848us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 977/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 978/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 979/1024\n",
|
|
"90/90 [==============================] - 0s 808us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 980/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 981/1024\n",
|
|
"90/90 [==============================] - 0s 816us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 982/1024\n",
|
|
"90/90 [==============================] - 0s 849us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 983/1024\n",
|
|
"90/90 [==============================] - 0s 831us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 984/1024\n",
|
|
"90/90 [==============================] - 0s 837us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 985/1024\n",
|
|
"90/90 [==============================] - 0s 849us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 986/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 987/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 988/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 989/1024\n",
|
|
"90/90 [==============================] - 0s 847us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 990/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 991/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 992/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 993/1024\n",
|
|
"90/90 [==============================] - 0s 853us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 994/1024\n",
|
|
"90/90 [==============================] - 0s 833us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 995/1024\n",
|
|
"90/90 [==============================] - 0s 850us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 996/1024\n",
|
|
"90/90 [==============================] - 0s 843us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 997/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 998/1024\n",
|
|
"90/90 [==============================] - 0s 834us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 999/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1000/1024\n",
|
|
"90/90 [==============================] - 0s 838us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1001/1024\n",
|
|
"90/90 [==============================] - 0s 828us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1002/1024\n",
|
|
"90/90 [==============================] - 0s 820us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1003/1024\n",
|
|
"90/90 [==============================] - 0s 815us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1004/1024\n",
|
|
"90/90 [==============================] - 0s 860us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1005/1024\n",
|
|
"90/90 [==============================] - 0s 827us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1006/1024\n",
|
|
"90/90 [==============================] - 0s 824us/step - loss: 0.0030 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1007/1024\n",
|
|
"90/90 [==============================] - 0s 812us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1008/1024\n",
|
|
"90/90 [==============================] - 0s 836us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1009/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1010/1024\n",
|
|
"90/90 [==============================] - 0s 844us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1011/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1012/1024\n",
|
|
"90/90 [==============================] - 0s 821us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1013/1024\n",
|
|
"90/90 [==============================] - 0s 818us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1014/1024\n",
|
|
"90/90 [==============================] - 0s 830us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1015/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1016/1024\n",
|
|
"90/90 [==============================] - 0s 850us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1017/1024\n",
|
|
"90/90 [==============================] - 0s 811us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1018/1024\n",
|
|
"90/90 [==============================] - 0s 862us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1019/1024\n",
|
|
"90/90 [==============================] - 0s 825us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1020/1024\n",
|
|
"90/90 [==============================] - 0s 823us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1021/1024\n",
|
|
"90/90 [==============================] - 0s 835us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1022/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1023/1024\n",
|
|
"90/90 [==============================] - 0s 841us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.2760e-14\n",
|
|
"Epoch 1024/1024\n",
|
|
"90/90 [==============================] - 0s 826us/step - loss: 0.0028 - val_loss: 0.0025 - 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",
|
|
"history_plain_5 = plain_5.fit(x_train, y_train, x_val, y_val, epoch=epoch, batch_size=batch_size)"
|
|
]
|
|
},
|
|
{
|
|
"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": 8,
|
|
"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, 0.267), c='b')\n",
|
|
"ax.annotate(\"5-layer\", (540, 0.245), c='r')\n",
|
|
"plt.legend(loc=3)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 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 [==============================] - 1s 4ms/step - loss: 0.0219 - val_loss: 0.0283 - lr: 0.0025\n",
|
|
"Epoch 2/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0196 - val_loss: 0.0270 - lr: 0.0025\n",
|
|
"Epoch 3/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0137 - val_loss: 0.0267 - lr: 0.0025\n",
|
|
"Epoch 4/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0280 - lr: 0.0025\n",
|
|
"Epoch 5/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0071 - val_loss: 0.0266 - lr: 0.0025\n",
|
|
"Epoch 6/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0059 - val_loss: 0.1138 - lr: 0.0025\n",
|
|
"Epoch 7/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0048 - val_loss: 0.1172 - lr: 0.0025\n",
|
|
"Epoch 8/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0047 - val_loss: 0.0186 - lr: 0.0025\n",
|
|
"Epoch 9/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0046 - val_loss: 0.2067 - lr: 0.0025\n",
|
|
"Epoch 10/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0044 - val_loss: 0.2280 - lr: 0.0025\n",
|
|
"Epoch 11/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0044 - val_loss: 0.2274 - lr: 0.0025\n",
|
|
"Epoch 12/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0043 - val_loss: 0.3251 - lr: 0.0025\n",
|
|
"Epoch 13/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0043 - val_loss: 0.2281 - lr: 0.0025\n",
|
|
"Epoch 14/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0043 - val_loss: 0.1210 - lr: 0.0025\n",
|
|
"Epoch 15/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0041 - val_loss: 0.0582 - lr: 0.0025\n",
|
|
"Epoch 16/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0043 - val_loss: 0.2277 - lr: 0.0025\n",
|
|
"Epoch 17/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0040 - val_loss: 0.2268 - lr: 0.0025\n",
|
|
"Epoch 18/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0044 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 19/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0040 - val_loss: 0.3142 - lr: 0.0025\n",
|
|
"Epoch 20/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0039 - val_loss: 0.0752 - lr: 0.0025\n",
|
|
"Epoch 21/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0038 - val_loss: 0.0617 - lr: 0.0025\n",
|
|
"Epoch 22/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0040 - val_loss: 0.0920 - lr: 0.0025\n",
|
|
"Epoch 23/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0040 - val_loss: 0.3005 - lr: 0.0025\n",
|
|
"Epoch 24/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0038 - val_loss: 0.2490 - lr: 0.0025\n",
|
|
"Epoch 25/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0038 - val_loss: 0.0489 - lr: 0.0025\n",
|
|
"Epoch 26/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0039 - val_loss: 0.2725 - lr: 0.0025\n",
|
|
"Epoch 27/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0038 - val_loss: 0.2280 - lr: 0.0025\n",
|
|
"Epoch 28/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0038 - val_loss: 0.3246 - lr: 0.0025\n",
|
|
"Epoch 29/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0040 - val_loss: 0.2171 - lr: 0.0025\n",
|
|
"Epoch 30/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0037 - val_loss: 0.3298 - lr: 0.0025\n",
|
|
"Epoch 31/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0042 - val_loss: 0.2163 - lr: 0.0025\n",
|
|
"Epoch 32/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0038 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 33/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0039 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 34/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.2266 - lr: 0.0012\n",
|
|
"Epoch 35/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.1462 - lr: 0.0012\n",
|
|
"Epoch 36/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0037 - val_loss: 0.2875 - lr: 0.0012\n",
|
|
"Epoch 37/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.3281 - lr: 0.0012\n",
|
|
"Epoch 38/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.2047 - lr: 0.0012\n",
|
|
"Epoch 39/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0036 - val_loss: 0.2271 - lr: 0.0012\n",
|
|
"Epoch 40/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.0597 - lr: 0.0012\n",
|
|
"Epoch 41/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0037 - val_loss: 0.1329 - lr: 0.0012\n",
|
|
"Epoch 42/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.1875 - lr: 0.0012\n",
|
|
"Epoch 43/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0035 - val_loss: 0.2277 - lr: 0.0012\n",
|
|
"Epoch 44/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.1507 - lr: 0.0012\n",
|
|
"Epoch 45/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.2337 - lr: 0.0012\n",
|
|
"Epoch 46/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0036 - val_loss: 0.2683 - lr: 0.0012\n",
|
|
"Epoch 47/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.2474 - lr: 0.0012\n",
|
|
"Epoch 48/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.1367 - lr: 0.0012\n",
|
|
"Epoch 49/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0035 - val_loss: 0.2283 - lr: 0.0012\n",
|
|
"Epoch 50/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0999 - lr: 0.0012\n",
|
|
"Epoch 51/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.2481 - lr: 0.0012\n",
|
|
"Epoch 52/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0795 - lr: 0.0012\n",
|
|
"Epoch 53/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.3165 - lr: 0.0012\n",
|
|
"Epoch 54/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.0367 - lr: 0.0012\n",
|
|
"Epoch 55/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.0336 - lr: 0.0012\n",
|
|
"Epoch 56/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.3071 - lr: 0.0012\n",
|
|
"Epoch 57/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0255 - lr: 0.0012\n",
|
|
"Epoch 58/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.2279 - lr: 0.0012\n",
|
|
"Epoch 59/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0216 - lr: 6.2500e-04\n",
|
|
"Epoch 60/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.2756 - lr: 6.2500e-04\n",
|
|
"Epoch 61/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.2596 - lr: 6.2500e-04\n",
|
|
"Epoch 62/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.1604 - lr: 6.2500e-04\n",
|
|
"Epoch 63/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0691 - lr: 6.2500e-04\n",
|
|
"Epoch 64/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.2389 - lr: 6.2500e-04\n",
|
|
"Epoch 65/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.2540 - lr: 6.2500e-04\n",
|
|
"Epoch 66/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.2570 - lr: 6.2500e-04\n",
|
|
"Epoch 67/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0667 - lr: 6.2500e-04\n",
|
|
"Epoch 68/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.2504 - lr: 6.2500e-04\n",
|
|
"Epoch 69/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.2053 - lr: 6.2500e-04\n",
|
|
"Epoch 70/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.2035 - lr: 6.2500e-04\n",
|
|
"Epoch 71/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.1357 - lr: 6.2500e-04\n",
|
|
"Epoch 72/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.1904 - lr: 6.2500e-04\n",
|
|
"Epoch 73/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.3200 - lr: 6.2500e-04\n",
|
|
"Epoch 74/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.1841 - lr: 6.2500e-04\n",
|
|
"Epoch 75/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0314 - lr: 6.2500e-04\n",
|
|
"Epoch 76/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.1188 - lr: 6.2500e-04\n",
|
|
"Epoch 77/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.2098 - lr: 6.2500e-04\n",
|
|
"Epoch 78/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.2265 - lr: 6.2500e-04\n",
|
|
"Epoch 79/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.1782 - lr: 6.2500e-04\n",
|
|
"Epoch 80/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.1006 - lr: 6.2500e-04\n",
|
|
"Epoch 81/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.2163 - lr: 6.2500e-04\n",
|
|
"Epoch 82/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0857 - lr: 6.2500e-04\n",
|
|
"Epoch 83/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.2199 - lr: 6.2500e-04\n",
|
|
"Epoch 84/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.2611 - lr: 3.1250e-04\n",
|
|
"Epoch 85/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0573 - lr: 3.1250e-04\n",
|
|
"Epoch 86/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.1257 - lr: 3.1250e-04\n",
|
|
"Epoch 87/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.2239 - lr: 3.1250e-04\n",
|
|
"Epoch 88/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.1547 - lr: 3.1250e-04\n",
|
|
"Epoch 89/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.2397 - lr: 3.1250e-04\n",
|
|
"Epoch 90/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0815 - lr: 3.1250e-04\n",
|
|
"Epoch 91/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0359 - lr: 3.1250e-04\n",
|
|
"Epoch 92/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.1996 - lr: 3.1250e-04\n",
|
|
"Epoch 93/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0720 - lr: 3.1250e-04\n",
|
|
"Epoch 94/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.1951 - lr: 3.1250e-04\n",
|
|
"Epoch 95/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.1836 - lr: 3.1250e-04\n",
|
|
"Epoch 96/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0294 - lr: 3.1250e-04\n",
|
|
"Epoch 97/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0181 - lr: 3.1250e-04\n",
|
|
"Epoch 98/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.1766 - lr: 3.1250e-04\n",
|
|
"Epoch 99/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0591 - lr: 3.1250e-04\n",
|
|
"Epoch 100/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1220 - lr: 3.1250e-04\n",
|
|
"Epoch 101/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.2105 - lr: 3.1250e-04\n",
|
|
"Epoch 102/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0453 - lr: 3.1250e-04\n",
|
|
"Epoch 103/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.1782 - lr: 3.1250e-04\n",
|
|
"Epoch 104/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0238 - lr: 3.1250e-04\n",
|
|
"Epoch 105/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.2880 - lr: 3.1250e-04\n",
|
|
"Epoch 106/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.2095 - lr: 3.1250e-04\n",
|
|
"Epoch 107/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.1675 - lr: 3.1250e-04\n",
|
|
"Epoch 108/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0127 - lr: 3.1250e-04\n",
|
|
"Epoch 109/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0940 - lr: 3.1250e-04\n",
|
|
"Epoch 110/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.2401 - lr: 3.1250e-04\n",
|
|
"Epoch 111/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1006 - lr: 3.1250e-04\n",
|
|
"Epoch 112/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.2042 - lr: 3.1250e-04\n",
|
|
"Epoch 113/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.3052 - lr: 3.1250e-04\n",
|
|
"Epoch 114/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.2821 - lr: 3.1250e-04\n",
|
|
"Epoch 115/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0383 - lr: 3.1250e-04\n",
|
|
"Epoch 116/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1079 - lr: 3.1250e-04\n",
|
|
"Epoch 117/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.1174 - lr: 3.1250e-04\n",
|
|
"Epoch 118/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.2065 - lr: 3.1250e-04\n",
|
|
"Epoch 119/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.2121 - lr: 3.1250e-04\n",
|
|
"Epoch 120/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.2459 - lr: 3.1250e-04\n",
|
|
"Epoch 121/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.1985 - lr: 3.1250e-04\n",
|
|
"Epoch 122/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0073 - lr: 3.1250e-04\n",
|
|
"Epoch 123/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.2513 - lr: 3.1250e-04\n",
|
|
"Epoch 124/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0388 - lr: 3.1250e-04\n",
|
|
"Epoch 125/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.1103 - lr: 3.1250e-04\n",
|
|
"Epoch 126/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0519 - lr: 3.1250e-04\n",
|
|
"Epoch 127/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0992 - lr: 3.1250e-04\n",
|
|
"Epoch 128/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1512 - lr: 3.1250e-04\n",
|
|
"Epoch 129/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0933 - lr: 3.1250e-04\n",
|
|
"Epoch 130/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.2168 - lr: 3.1250e-04\n",
|
|
"Epoch 131/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.2016 - lr: 3.1250e-04\n",
|
|
"Epoch 132/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1200 - lr: 3.1250e-04\n",
|
|
"Epoch 133/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0228 - lr: 3.1250e-04\n",
|
|
"Epoch 134/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0439 - lr: 3.1250e-04\n",
|
|
"Epoch 135/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.2147 - lr: 3.1250e-04\n",
|
|
"Epoch 136/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.1953 - lr: 3.1250e-04\n",
|
|
"Epoch 137/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0456 - lr: 3.1250e-04\n",
|
|
"Epoch 138/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.2198 - lr: 3.1250e-04\n",
|
|
"Epoch 139/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0155 - lr: 3.1250e-04\n",
|
|
"Epoch 140/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0063 - lr: 3.1250e-04\n",
|
|
"Epoch 141/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.2162 - lr: 3.1250e-04\n",
|
|
"Epoch 142/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1195 - lr: 3.1250e-04\n",
|
|
"Epoch 143/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0230 - lr: 3.1250e-04\n",
|
|
"Epoch 144/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.2873 - lr: 3.1250e-04\n",
|
|
"Epoch 145/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.1387 - lr: 3.1250e-04\n",
|
|
"Epoch 146/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0527 - lr: 3.1250e-04\n",
|
|
"Epoch 147/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.1454 - lr: 3.1250e-04\n",
|
|
"Epoch 148/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0317 - lr: 3.1250e-04\n",
|
|
"Epoch 149/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.1015 - lr: 3.1250e-04\n",
|
|
"Epoch 150/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.1067 - lr: 3.1250e-04\n",
|
|
"Epoch 151/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.2105 - lr: 3.1250e-04\n",
|
|
"Epoch 152/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1155 - lr: 3.1250e-04\n",
|
|
"Epoch 153/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.2155 - lr: 3.1250e-04\n",
|
|
"Epoch 154/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1054 - lr: 3.1250e-04\n",
|
|
"Epoch 155/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0111 - lr: 3.1250e-04\n",
|
|
"Epoch 156/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.2359 - lr: 3.1250e-04\n",
|
|
"Epoch 157/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.2450 - lr: 3.1250e-04\n",
|
|
"Epoch 158/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1439 - lr: 3.1250e-04\n",
|
|
"Epoch 159/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0100 - lr: 3.1250e-04\n",
|
|
"Epoch 160/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0506 - lr: 3.1250e-04\n",
|
|
"Epoch 161/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.2382 - lr: 3.1250e-04\n",
|
|
"Epoch 162/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.1973 - lr: 3.1250e-04\n",
|
|
"Epoch 163/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.2399 - lr: 3.1250e-04\n",
|
|
"Epoch 164/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.2276 - lr: 3.1250e-04\n",
|
|
"Epoch 165/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.2351 - lr: 3.1250e-04\n",
|
|
"Epoch 166/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0165 - lr: 1.5625e-04\n",
|
|
"Epoch 167/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0790 - lr: 1.5625e-04\n",
|
|
"Epoch 168/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0259 - lr: 1.5625e-04\n",
|
|
"Epoch 169/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0053 - lr: 1.5625e-04\n",
|
|
"Epoch 170/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.2109 - lr: 1.5625e-04\n",
|
|
"Epoch 171/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.1137 - lr: 1.5625e-04\n",
|
|
"Epoch 172/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0062 - lr: 1.5625e-04\n",
|
|
"Epoch 173/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.1020 - lr: 1.5625e-04\n",
|
|
"Epoch 174/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0978 - lr: 1.5625e-04\n",
|
|
"Epoch 175/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0829 - lr: 1.5625e-04\n",
|
|
"Epoch 176/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0343 - lr: 1.5625e-04\n",
|
|
"Epoch 177/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0330 - lr: 1.5625e-04\n",
|
|
"Epoch 178/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0645 - lr: 1.5625e-04\n",
|
|
"Epoch 179/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0073 - lr: 1.5625e-04\n",
|
|
"Epoch 180/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0157 - lr: 1.5625e-04\n",
|
|
"Epoch 181/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0310 - lr: 1.5625e-04\n",
|
|
"Epoch 182/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0674 - lr: 1.5625e-04\n",
|
|
"Epoch 183/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0094 - lr: 1.5625e-04\n",
|
|
"Epoch 184/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.1829 - lr: 1.5625e-04\n",
|
|
"Epoch 185/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0138 - lr: 1.5625e-04\n",
|
|
"Epoch 186/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.1026 - lr: 1.5625e-04\n",
|
|
"Epoch 187/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.1747 - lr: 1.5625e-04\n",
|
|
"Epoch 188/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.1049 - lr: 1.5625e-04\n",
|
|
"Epoch 189/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.1235 - lr: 1.5625e-04\n",
|
|
"Epoch 190/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0160 - lr: 1.5625e-04\n",
|
|
"Epoch 191/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.1550 - lr: 1.5625e-04\n",
|
|
"Epoch 192/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.1186 - lr: 1.5625e-04\n",
|
|
"Epoch 193/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.1048 - lr: 1.5625e-04\n",
|
|
"Epoch 194/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.1281 - lr: 1.5625e-04\n",
|
|
"Epoch 195/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0403 - lr: 7.8125e-05\n",
|
|
"Epoch 196/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0055 - lr: 7.8125e-05\n",
|
|
"Epoch 197/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0401 - lr: 7.8125e-05\n",
|
|
"Epoch 198/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0092 - lr: 7.8125e-05\n",
|
|
"Epoch 199/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0259 - lr: 7.8125e-05\n",
|
|
"Epoch 200/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0162 - lr: 7.8125e-05\n",
|
|
"Epoch 201/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.2130 - lr: 7.8125e-05\n",
|
|
"Epoch 202/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0112 - lr: 7.8125e-05\n",
|
|
"Epoch 203/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0100 - lr: 7.8125e-05\n",
|
|
"Epoch 204/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0776 - lr: 7.8125e-05\n",
|
|
"Epoch 205/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.1450 - lr: 7.8125e-05\n",
|
|
"Epoch 206/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0288 - lr: 7.8125e-05\n",
|
|
"Epoch 207/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0676 - lr: 7.8125e-05\n",
|
|
"Epoch 208/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0220 - lr: 7.8125e-05\n",
|
|
"Epoch 209/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0327 - lr: 7.8125e-05\n",
|
|
"Epoch 210/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0070 - lr: 7.8125e-05\n",
|
|
"Epoch 211/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0160 - lr: 7.8125e-05\n",
|
|
"Epoch 212/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0820 - lr: 7.8125e-05\n",
|
|
"Epoch 213/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0207 - lr: 7.8125e-05\n",
|
|
"Epoch 214/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0066 - lr: 7.8125e-05\n",
|
|
"Epoch 215/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0233 - lr: 7.8125e-05\n",
|
|
"Epoch 216/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0210 - lr: 7.8125e-05\n",
|
|
"Epoch 217/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0495 - lr: 7.8125e-05\n",
|
|
"Epoch 218/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0075 - lr: 7.8125e-05\n",
|
|
"Epoch 219/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0057 - lr: 7.8125e-05\n",
|
|
"Epoch 220/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0293 - lr: 3.9062e-05\n",
|
|
"Epoch 221/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0143 - lr: 3.9062e-05\n",
|
|
"Epoch 222/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0068 - lr: 3.9062e-05\n",
|
|
"Epoch 223/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0158 - lr: 3.9062e-05\n",
|
|
"Epoch 224/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0050 - lr: 3.9062e-05\n",
|
|
"Epoch 225/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0089 - lr: 3.9062e-05\n",
|
|
"Epoch 226/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0126 - lr: 3.9062e-05\n",
|
|
"Epoch 227/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0092 - lr: 3.9062e-05\n",
|
|
"Epoch 228/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0032 - lr: 3.9062e-05\n",
|
|
"Epoch 229/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0037 - lr: 3.9062e-05\n",
|
|
"Epoch 230/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0038 - lr: 3.9062e-05\n",
|
|
"Epoch 231/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0033 - lr: 3.9062e-05\n",
|
|
"Epoch 232/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0077 - lr: 3.9062e-05\n",
|
|
"Epoch 233/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0274 - lr: 3.9062e-05\n",
|
|
"Epoch 234/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0078 - lr: 3.9062e-05\n",
|
|
"Epoch 235/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0660 - lr: 3.9062e-05\n",
|
|
"Epoch 236/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0066 - lr: 3.9062e-05\n",
|
|
"Epoch 237/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0219 - lr: 3.9062e-05\n",
|
|
"Epoch 238/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0559 - lr: 3.9062e-05\n",
|
|
"Epoch 239/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0174 - lr: 3.9062e-05\n",
|
|
"Epoch 240/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0114 - lr: 3.9062e-05\n",
|
|
"Epoch 241/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0109 - lr: 3.9062e-05\n",
|
|
"Epoch 242/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0045 - lr: 3.9062e-05\n",
|
|
"Epoch 243/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0084 - lr: 3.9062e-05\n",
|
|
"Epoch 244/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0225 - lr: 3.9062e-05\n",
|
|
"Epoch 245/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0151 - lr: 3.9062e-05\n",
|
|
"Epoch 246/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0138 - lr: 3.9062e-05\n",
|
|
"Epoch 247/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0136 - lr: 3.9062e-05\n",
|
|
"Epoch 248/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0480 - lr: 3.9062e-05\n",
|
|
"Epoch 249/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0104 - lr: 3.9062e-05\n",
|
|
"Epoch 250/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0088 - lr: 3.9062e-05\n",
|
|
"Epoch 251/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0052 - lr: 3.9062e-05\n",
|
|
"Epoch 252/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0063 - lr: 3.9062e-05\n",
|
|
"Epoch 253/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0412 - lr: 3.9062e-05\n",
|
|
"Epoch 254/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0184 - lr: 1.9531e-05\n",
|
|
"Epoch 255/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0332 - lr: 1.9531e-05\n",
|
|
"Epoch 256/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0105 - lr: 1.9531e-05\n",
|
|
"Epoch 257/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0033 - lr: 1.9531e-05\n",
|
|
"Epoch 258/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0062 - lr: 1.9531e-05\n",
|
|
"Epoch 259/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0085 - lr: 1.9531e-05\n",
|
|
"Epoch 260/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 261/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0042 - lr: 1.9531e-05\n",
|
|
"Epoch 262/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0057 - lr: 1.9531e-05\n",
|
|
"Epoch 263/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0080 - lr: 1.9531e-05\n",
|
|
"Epoch 264/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0110 - lr: 1.9531e-05\n",
|
|
"Epoch 265/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0040 - lr: 1.9531e-05\n",
|
|
"Epoch 266/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0086 - lr: 1.9531e-05\n",
|
|
"Epoch 267/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0040 - lr: 1.9531e-05\n",
|
|
"Epoch 268/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0049 - lr: 1.9531e-05\n",
|
|
"Epoch 269/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0076 - lr: 1.9531e-05\n",
|
|
"Epoch 270/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0071 - lr: 1.9531e-05\n",
|
|
"Epoch 271/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0062 - lr: 1.9531e-05\n",
|
|
"Epoch 272/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0118 - lr: 1.9531e-05\n",
|
|
"Epoch 273/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0044 - lr: 1.9531e-05\n",
|
|
"Epoch 274/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0045 - lr: 1.9531e-05\n",
|
|
"Epoch 275/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0030 - lr: 1.9531e-05\n",
|
|
"Epoch 276/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 277/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0033 - lr: 1.9531e-05\n",
|
|
"Epoch 278/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0068 - lr: 1.9531e-05\n",
|
|
"Epoch 279/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0040 - lr: 1.9531e-05\n",
|
|
"Epoch 280/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0058 - lr: 1.9531e-05\n",
|
|
"Epoch 281/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0038 - lr: 1.9531e-05\n",
|
|
"Epoch 282/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0206 - lr: 1.9531e-05\n",
|
|
"Epoch 283/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0037 - lr: 1.9531e-05\n",
|
|
"Epoch 284/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0148 - lr: 1.9531e-05\n",
|
|
"Epoch 285/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0068 - lr: 1.9531e-05\n",
|
|
"Epoch 286/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 287/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 288/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 289/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 290/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 9.7656e-06\n",
|
|
"Epoch 291/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0039 - lr: 9.7656e-06\n",
|
|
"Epoch 292/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0045 - lr: 9.7656e-06\n",
|
|
"Epoch 293/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 294/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 295/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 296/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 297/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0026 - lr: 9.7656e-06\n",
|
|
"Epoch 298/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 299/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 300/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0035 - lr: 9.7656e-06\n",
|
|
"Epoch 301/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 302/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 303/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 304/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 305/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0029 - lr: 9.7656e-06\n",
|
|
"Epoch 306/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 307/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0045 - lr: 9.7656e-06\n",
|
|
"Epoch 308/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0035 - lr: 9.7656e-06\n",
|
|
"Epoch 309/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 310/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0041 - lr: 9.7656e-06\n",
|
|
"Epoch 311/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0072 - lr: 9.7656e-06\n",
|
|
"Epoch 312/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 313/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 314/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0045 - lr: 9.7656e-06\n",
|
|
"Epoch 315/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 316/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 317/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 318/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 319/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 320/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 321/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 322/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 323/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 324/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0035 - lr: 4.8828e-06\n",
|
|
"Epoch 325/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 326/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 327/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 328/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 329/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 330/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 331/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 332/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 333/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 334/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0033 - lr: 4.8828e-06\n",
|
|
"Epoch 335/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 336/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 337/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 338/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 339/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 340/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 341/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 342/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 343/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 344/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 345/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 346/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 347/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 348/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 349/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0040 - lr: 4.8828e-06\n",
|
|
"Epoch 350/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 351/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 352/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 353/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 354/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 355/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 356/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0034 - lr: 4.8828e-06\n",
|
|
"Epoch 357/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 358/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 359/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 360/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 361/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 362/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 363/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 364/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 365/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 366/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 367/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 368/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 369/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 370/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 371/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 372/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0029 - lr: 2.4414e-06\n",
|
|
"Epoch 373/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 374/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 375/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 376/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 377/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 378/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 379/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 380/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 381/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 382/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 383/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 384/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 385/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 386/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 387/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 388/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 389/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 390/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 391/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 392/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 393/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 394/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 395/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 396/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 397/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 398/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 399/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 400/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 401/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 402/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 403/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 404/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 405/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 406/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 407/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 408/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 409/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 410/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - 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: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 413/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 414/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 415/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 416/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 417/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 418/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 419/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 420/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 421/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 422/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 423/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 424/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 425/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 426/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 427/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 428/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 429/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 430/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 431/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 432/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 433/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 434/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 435/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 436/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 437/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 438/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 439/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 440/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 441/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 442/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 443/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 444/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 445/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 446/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 447/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 448/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 449/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 450/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 451/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 452/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 453/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 454/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 455/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 456/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 457/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 458/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 459/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 460/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 461/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 462/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 463/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 464/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 465/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 466/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 467/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 468/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 469/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 470/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 471/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 472/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 473/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 474/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 475/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 476/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 477/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 478/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 479/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 480/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 481/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 482/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 483/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 484/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 485/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 486/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 487/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 488/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 489/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 490/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 491/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 492/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 493/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 494/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 495/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 496/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 497/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 498/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 499/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 500/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 501/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 502/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 503/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 504/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 505/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 506/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 507/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 508/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 509/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 510/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 511/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 512/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 513/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 514/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 515/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 516/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 517/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 518/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 519/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 520/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 521/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 522/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 523/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 524/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 525/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 526/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 527/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 528/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 529/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 530/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 531/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 532/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 533/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 534/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 535/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 536/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 537/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 538/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 539/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 540/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 541/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 542/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 543/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 544/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 545/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 546/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 547/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 548/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 549/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 550/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 551/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 552/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 553/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 554/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 555/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 556/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 557/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 558/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 559/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 560/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 561/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 562/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 563/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 564/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 565/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 566/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 567/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 568/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 569/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 570/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 571/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 572/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 573/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 574/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 575/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 576/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 577/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 578/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 579/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 580/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 581/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 582/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 583/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 584/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 585/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 586/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 587/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 588/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 589/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 590/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 591/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 592/1024\n",
|
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
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"Epoch 593/1024\n",
|
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
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"Epoch 594/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
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"Epoch 595/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
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"Epoch 596/1024\n",
|
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"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
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"Epoch 597/1024\n",
|
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
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"Epoch 598/1024\n",
|
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"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
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"Epoch 599/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
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"Epoch 600/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 601/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
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"Epoch 602/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 603/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 604/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 605/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 606/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 607/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 608/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 609/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 610/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 611/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 612/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 613/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 614/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 615/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 616/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 617/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 618/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 619/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 620/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 621/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 622/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 623/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 624/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 625/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 626/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 627/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 628/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 629/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 630/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 631/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 632/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 633/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 634/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 635/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 636/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 637/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 638/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 639/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 640/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 641/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 642/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 643/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 644/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 645/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 646/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 647/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 648/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 649/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 650/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 651/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 652/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 653/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 1/1024\n",
|
|
"90/90 [==============================] - 1s 2ms/step - loss: 0.0198 - val_loss: 0.0598 - lr: 0.0025\n",
|
|
"Epoch 2/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0112 - val_loss: 0.0525 - lr: 0.0025\n",
|
|
"Epoch 3/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0071 - val_loss: 0.0330 - lr: 0.0025\n",
|
|
"Epoch 4/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0060 - val_loss: 0.0307 - lr: 0.0025\n",
|
|
"Epoch 5/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0052 - val_loss: 0.0281 - lr: 0.0025\n",
|
|
"Epoch 6/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0046 - val_loss: 0.0257 - lr: 0.0025\n",
|
|
"Epoch 7/1024\n",
|
|
"90/90 [==============================] - 0s 900us/step - loss: 0.0045 - val_loss: 0.0653 - lr: 0.0025\n",
|
|
"Epoch 8/1024\n",
|
|
"90/90 [==============================] - 0s 886us/step - loss: 0.0044 - val_loss: 0.0471 - lr: 0.0025\n",
|
|
"Epoch 9/1024\n",
|
|
"90/90 [==============================] - 0s 875us/step - loss: 0.0044 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 10/1024\n",
|
|
"90/90 [==============================] - 0s 892us/step - loss: 0.0042 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 11/1024\n",
|
|
"90/90 [==============================] - 0s 877us/step - loss: 0.0042 - val_loss: 0.1118 - lr: 0.0025\n",
|
|
"Epoch 12/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0042 - val_loss: 0.1824 - lr: 0.0025\n",
|
|
"Epoch 13/1024\n",
|
|
"90/90 [==============================] - 0s 876us/step - loss: 0.0042 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 14/1024\n",
|
|
"90/90 [==============================] - 0s 878us/step - loss: 0.0042 - val_loss: 0.0377 - lr: 0.0025\n",
|
|
"Epoch 15/1024\n",
|
|
"90/90 [==============================] - 0s 877us/step - loss: 0.0040 - val_loss: 0.1167 - lr: 0.0025\n",
|
|
"Epoch 16/1024\n",
|
|
"90/90 [==============================] - 0s 938us/step - loss: 0.0041 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 17/1024\n",
|
|
"90/90 [==============================] - 0s 863us/step - loss: 0.0040 - val_loss: 0.2175 - lr: 0.0025\n",
|
|
"Epoch 18/1024\n",
|
|
"90/90 [==============================] - 0s 854us/step - loss: 0.0041 - val_loss: 0.2283 - lr: 0.0025\n",
|
|
"Epoch 19/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0039 - val_loss: 0.0520 - lr: 0.0025\n",
|
|
"Epoch 20/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0039 - val_loss: 0.1469 - lr: 0.0025\n",
|
|
"Epoch 21/1024\n",
|
|
"90/90 [==============================] - 0s 861us/step - loss: 0.0038 - val_loss: 0.0476 - lr: 0.0025\n",
|
|
"Epoch 22/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0039 - val_loss: 0.1398 - lr: 0.0025\n",
|
|
"Epoch 23/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0040 - val_loss: 0.0864 - lr: 0.0025\n",
|
|
"Epoch 24/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0037 - val_loss: 0.2282 - lr: 0.0025\n",
|
|
"Epoch 25/1024\n",
|
|
"90/90 [==============================] - 0s 873us/step - loss: 0.0038 - val_loss: 0.2278 - lr: 0.0025\n",
|
|
"Epoch 26/1024\n",
|
|
"90/90 [==============================] - 0s 875us/step - loss: 0.0039 - val_loss: 0.1589 - lr: 0.0025\n",
|
|
"Epoch 27/1024\n",
|
|
"90/90 [==============================] - 0s 856us/step - loss: 0.0037 - val_loss: 0.0401 - lr: 0.0025\n",
|
|
"Epoch 28/1024\n",
|
|
"90/90 [==============================] - 0s 862us/step - loss: 0.0037 - val_loss: 0.0640 - lr: 0.0025\n",
|
|
"Epoch 29/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0038 - val_loss: 0.3123 - lr: 0.0025\n",
|
|
"Epoch 30/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0037 - val_loss: 0.1451 - lr: 0.0025\n",
|
|
"Epoch 31/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0041 - val_loss: 0.2279 - lr: 0.0025\n",
|
|
"Epoch 32/1024\n",
|
|
"90/90 [==============================] - 0s 873us/step - loss: 0.0036 - val_loss: 0.0576 - lr: 0.0012\n",
|
|
"Epoch 33/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0036 - val_loss: 0.0103 - lr: 0.0012\n",
|
|
"Epoch 34/1024\n",
|
|
"90/90 [==============================] - 0s 905us/step - loss: 0.0034 - val_loss: 0.1927 - lr: 0.0012\n",
|
|
"Epoch 35/1024\n",
|
|
"90/90 [==============================] - 0s 864us/step - loss: 0.0035 - val_loss: 0.1350 - lr: 0.0012\n",
|
|
"Epoch 36/1024\n",
|
|
"90/90 [==============================] - 0s 886us/step - loss: 0.0037 - val_loss: 0.0297 - lr: 0.0012\n",
|
|
"Epoch 37/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0035 - val_loss: 0.0853 - lr: 0.0012\n",
|
|
"Epoch 38/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0034 - val_loss: 0.2278 - lr: 0.0012\n",
|
|
"Epoch 39/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0035 - val_loss: 0.2013 - lr: 0.0012\n",
|
|
"Epoch 40/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0034 - val_loss: 0.2283 - lr: 0.0012\n",
|
|
"Epoch 41/1024\n",
|
|
"90/90 [==============================] - 0s 874us/step - loss: 0.0036 - val_loss: 0.0482 - lr: 0.0012\n",
|
|
"Epoch 42/1024\n",
|
|
"90/90 [==============================] - 0s 896us/step - loss: 0.0035 - val_loss: 0.2170 - lr: 0.0012\n",
|
|
"Epoch 43/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0035 - val_loss: 0.2271 - lr: 0.0012\n",
|
|
"Epoch 44/1024\n",
|
|
"90/90 [==============================] - 0s 851us/step - loss: 0.0034 - val_loss: 0.0587 - lr: 0.0012\n",
|
|
"Epoch 45/1024\n",
|
|
"90/90 [==============================] - 0s 874us/step - loss: 0.0034 - val_loss: 0.1143 - lr: 0.0012\n",
|
|
"Epoch 46/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0034 - val_loss: 0.2379 - lr: 0.0012\n",
|
|
"Epoch 47/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0034 - val_loss: 0.1721 - lr: 0.0012\n",
|
|
"Epoch 48/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0033 - val_loss: 0.1126 - lr: 0.0012\n",
|
|
"Epoch 49/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0035 - val_loss: 0.0890 - lr: 0.0012\n",
|
|
"Epoch 50/1024\n",
|
|
"90/90 [==============================] - 0s 864us/step - loss: 0.0033 - val_loss: 0.1434 - lr: 0.0012\n",
|
|
"Epoch 51/1024\n",
|
|
"90/90 [==============================] - 0s 913us/step - loss: 0.0034 - val_loss: 0.2669 - lr: 0.0012\n",
|
|
"Epoch 52/1024\n",
|
|
"90/90 [==============================] - 0s 969us/step - loss: 0.0032 - val_loss: 0.0172 - lr: 0.0012\n",
|
|
"Epoch 53/1024\n",
|
|
"90/90 [==============================] - 0s 896us/step - loss: 0.0033 - val_loss: 0.2013 - lr: 0.0012\n",
|
|
"Epoch 54/1024\n",
|
|
"90/90 [==============================] - 0s 876us/step - loss: 0.0034 - val_loss: 0.0816 - lr: 0.0012\n",
|
|
"Epoch 55/1024\n",
|
|
"90/90 [==============================] - 0s 862us/step - loss: 0.0034 - val_loss: 0.2064 - lr: 0.0012\n",
|
|
"Epoch 56/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0034 - val_loss: 0.2262 - lr: 0.0012\n",
|
|
"Epoch 57/1024\n",
|
|
"90/90 [==============================] - 0s 862us/step - loss: 0.0033 - val_loss: 0.0168 - lr: 0.0012\n",
|
|
"Epoch 58/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0034 - val_loss: 0.2105 - lr: 0.0012\n",
|
|
"Epoch 59/1024\n",
|
|
"90/90 [==============================] - 0s 864us/step - loss: 0.0031 - val_loss: 0.1548 - lr: 6.2500e-04\n",
|
|
"Epoch 60/1024\n",
|
|
"90/90 [==============================] - 0s 879us/step - loss: 0.0033 - val_loss: 0.0658 - lr: 6.2500e-04\n",
|
|
"Epoch 61/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0032 - val_loss: 0.0978 - lr: 6.2500e-04\n",
|
|
"Epoch 62/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0033 - val_loss: 0.0730 - lr: 6.2500e-04\n",
|
|
"Epoch 63/1024\n",
|
|
"90/90 [==============================] - 0s 880us/step - loss: 0.0031 - val_loss: 0.0170 - lr: 6.2500e-04\n",
|
|
"Epoch 64/1024\n",
|
|
"90/90 [==============================] - 0s 896us/step - loss: 0.0031 - val_loss: 0.2857 - lr: 6.2500e-04\n",
|
|
"Epoch 65/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0030 - val_loss: 0.2169 - lr: 6.2500e-04\n",
|
|
"Epoch 66/1024\n",
|
|
"90/90 [==============================] - 0s 877us/step - loss: 0.0032 - val_loss: 0.2722 - lr: 6.2500e-04\n",
|
|
"Epoch 67/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0031 - val_loss: 0.2282 - lr: 6.2500e-04\n",
|
|
"Epoch 68/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0030 - val_loss: 0.2139 - lr: 6.2500e-04\n",
|
|
"Epoch 69/1024\n",
|
|
"90/90 [==============================] - 0s 900us/step - loss: 0.0031 - val_loss: 0.0982 - lr: 6.2500e-04\n",
|
|
"Epoch 70/1024\n",
|
|
"90/90 [==============================] - 0s 883us/step - loss: 0.0031 - val_loss: 0.2279 - lr: 6.2500e-04\n",
|
|
"Epoch 71/1024\n",
|
|
"90/90 [==============================] - 0s 888us/step - loss: 0.0031 - val_loss: 0.0761 - lr: 6.2500e-04\n",
|
|
"Epoch 72/1024\n",
|
|
"90/90 [==============================] - 0s 873us/step - loss: 0.0031 - val_loss: 0.1284 - lr: 6.2500e-04\n",
|
|
"Epoch 73/1024\n",
|
|
"90/90 [==============================] - 0s 879us/step - loss: 0.0031 - val_loss: 0.2601 - lr: 6.2500e-04\n",
|
|
"Epoch 74/1024\n",
|
|
"90/90 [==============================] - 0s 879us/step - loss: 0.0030 - val_loss: 0.0350 - lr: 6.2500e-04\n",
|
|
"Epoch 75/1024\n",
|
|
"90/90 [==============================] - 0s 876us/step - loss: 0.0031 - val_loss: 0.1648 - lr: 6.2500e-04\n",
|
|
"Epoch 76/1024\n",
|
|
"90/90 [==============================] - 0s 879us/step - loss: 0.0031 - val_loss: 0.2015 - lr: 6.2500e-04\n",
|
|
"Epoch 77/1024\n",
|
|
"90/90 [==============================] - 0s 879us/step - loss: 0.0031 - val_loss: 0.0225 - lr: 6.2500e-04\n",
|
|
"Epoch 78/1024\n",
|
|
"90/90 [==============================] - 0s 893us/step - loss: 0.0030 - val_loss: 0.2144 - lr: 6.2500e-04\n",
|
|
"Epoch 79/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0032 - val_loss: 0.0431 - lr: 6.2500e-04\n",
|
|
"Epoch 80/1024\n",
|
|
"90/90 [==============================] - 0s 878us/step - loss: 0.0031 - val_loss: 0.0944 - lr: 6.2500e-04\n",
|
|
"Epoch 81/1024\n",
|
|
"90/90 [==============================] - 0s 877us/step - loss: 0.0031 - val_loss: 0.1827 - lr: 6.2500e-04\n",
|
|
"Epoch 82/1024\n",
|
|
"90/90 [==============================] - 0s 938us/step - loss: 0.0031 - val_loss: 0.1524 - lr: 6.2500e-04\n",
|
|
"Epoch 83/1024\n",
|
|
"90/90 [==============================] - 0s 882us/step - loss: 0.0030 - val_loss: 0.0833 - lr: 6.2500e-04\n",
|
|
"Epoch 84/1024\n",
|
|
"90/90 [==============================] - 0s 874us/step - loss: 0.0031 - val_loss: 0.0131 - lr: 3.1250e-04\n",
|
|
"Epoch 85/1024\n",
|
|
"90/90 [==============================] - 0s 885us/step - loss: 0.0030 - val_loss: 0.0984 - lr: 3.1250e-04\n",
|
|
"Epoch 86/1024\n",
|
|
"90/90 [==============================] - 0s 896us/step - loss: 0.0031 - val_loss: 0.0298 - lr: 3.1250e-04\n",
|
|
"Epoch 87/1024\n",
|
|
"90/90 [==============================] - 0s 895us/step - loss: 0.0029 - val_loss: 0.2283 - lr: 3.1250e-04\n",
|
|
"Epoch 88/1024\n",
|
|
"90/90 [==============================] - 0s 874us/step - loss: 0.0030 - val_loss: 0.2270 - lr: 3.1250e-04\n",
|
|
"Epoch 89/1024\n",
|
|
"90/90 [==============================] - 0s 878us/step - loss: 0.0031 - val_loss: 0.1353 - lr: 3.1250e-04\n",
|
|
"Epoch 90/1024\n",
|
|
"90/90 [==============================] - 0s 902us/step - loss: 0.0031 - val_loss: 0.2282 - lr: 3.1250e-04\n",
|
|
"Epoch 91/1024\n",
|
|
"90/90 [==============================] - 0s 887us/step - loss: 0.0029 - val_loss: 0.1818 - lr: 3.1250e-04\n",
|
|
"Epoch 92/1024\n",
|
|
"90/90 [==============================] - 0s 873us/step - loss: 0.0031 - val_loss: 0.0185 - lr: 3.1250e-04\n",
|
|
"Epoch 93/1024\n",
|
|
"90/90 [==============================] - 0s 881us/step - loss: 0.0030 - val_loss: 0.0603 - lr: 3.1250e-04\n",
|
|
"Epoch 94/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0085 - lr: 3.1250e-04\n",
|
|
"Epoch 95/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0055 - lr: 3.1250e-04\n",
|
|
"Epoch 96/1024\n",
|
|
"90/90 [==============================] - 0s 899us/step - loss: 0.0029 - val_loss: 0.1777 - lr: 3.1250e-04\n",
|
|
"Epoch 97/1024\n",
|
|
"90/90 [==============================] - 0s 903us/step - loss: 0.0030 - val_loss: 0.2107 - lr: 3.1250e-04\n",
|
|
"Epoch 98/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.2022 - lr: 3.1250e-04\n",
|
|
"Epoch 99/1024\n",
|
|
"90/90 [==============================] - 0s 954us/step - loss: 0.0030 - val_loss: 0.0119 - lr: 3.1250e-04\n",
|
|
"Epoch 100/1024\n",
|
|
"90/90 [==============================] - 0s 982us/step - loss: 0.0029 - val_loss: 0.0247 - lr: 3.1250e-04\n",
|
|
"Epoch 101/1024\n",
|
|
"90/90 [==============================] - 0s 991us/step - loss: 0.0030 - val_loss: 0.1989 - lr: 3.1250e-04\n",
|
|
"Epoch 102/1024\n",
|
|
"90/90 [==============================] - 0s 960us/step - loss: 0.0031 - val_loss: 0.0322 - lr: 3.1250e-04\n",
|
|
"Epoch 103/1024\n",
|
|
"90/90 [==============================] - 0s 863us/step - loss: 0.0030 - val_loss: 0.2276 - lr: 3.1250e-04\n",
|
|
"Epoch 104/1024\n",
|
|
"90/90 [==============================] - 0s 854us/step - loss: 0.0029 - val_loss: 0.0326 - lr: 3.1250e-04\n",
|
|
"Epoch 105/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0031 - val_loss: 0.2399 - lr: 3.1250e-04\n",
|
|
"Epoch 106/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0030 - val_loss: 0.0445 - lr: 3.1250e-04\n",
|
|
"Epoch 107/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0030 - val_loss: 0.2216 - lr: 3.1250e-04\n",
|
|
"Epoch 108/1024\n",
|
|
"90/90 [==============================] - 0s 864us/step - loss: 0.0030 - val_loss: 0.0257 - lr: 3.1250e-04\n",
|
|
"Epoch 109/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0029 - val_loss: 0.1788 - lr: 3.1250e-04\n",
|
|
"Epoch 110/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0029 - val_loss: 0.0195 - lr: 3.1250e-04\n",
|
|
"Epoch 111/1024\n",
|
|
"90/90 [==============================] - 0s 854us/step - loss: 0.0029 - val_loss: 0.0308 - lr: 3.1250e-04\n",
|
|
"Epoch 112/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0030 - val_loss: 0.0169 - lr: 3.1250e-04\n",
|
|
"Epoch 113/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0029 - val_loss: 0.2607 - lr: 3.1250e-04\n",
|
|
"Epoch 114/1024\n",
|
|
"90/90 [==============================] - 0s 857us/step - loss: 0.0029 - val_loss: 0.2670 - lr: 3.1250e-04\n",
|
|
"Epoch 115/1024\n",
|
|
"90/90 [==============================] - 0s 853us/step - loss: 0.0030 - val_loss: 0.0159 - lr: 3.1250e-04\n",
|
|
"Epoch 116/1024\n",
|
|
"90/90 [==============================] - 0s 861us/step - loss: 0.0030 - val_loss: 0.1088 - lr: 3.1250e-04\n",
|
|
"Epoch 117/1024\n",
|
|
"90/90 [==============================] - 0s 861us/step - loss: 0.0029 - val_loss: 0.2283 - lr: 3.1250e-04\n",
|
|
"Epoch 118/1024\n",
|
|
"90/90 [==============================] - 0s 847us/step - loss: 0.0030 - val_loss: 0.1138 - lr: 3.1250e-04\n",
|
|
"Epoch 119/1024\n",
|
|
"90/90 [==============================] - 0s 890us/step - loss: 0.0029 - val_loss: 0.0120 - lr: 3.1250e-04\n",
|
|
"Epoch 120/1024\n",
|
|
"90/90 [==============================] - 0s 907us/step - loss: 0.0029 - val_loss: 0.1762 - lr: 3.1250e-04\n",
|
|
"Epoch 121/1024\n",
|
|
"90/90 [==============================] - 0s 891us/step - loss: 0.0029 - val_loss: 0.0073 - lr: 1.5625e-04\n",
|
|
"Epoch 122/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0028 - val_loss: 0.0924 - lr: 1.5625e-04\n",
|
|
"Epoch 123/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0028 - val_loss: 0.0188 - lr: 1.5625e-04\n",
|
|
"Epoch 124/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0030 - val_loss: 0.0138 - lr: 1.5625e-04\n",
|
|
"Epoch 125/1024\n",
|
|
"90/90 [==============================] - 0s 855us/step - loss: 0.0028 - val_loss: 0.0270 - lr: 1.5625e-04\n",
|
|
"Epoch 126/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0028 - val_loss: 0.0375 - lr: 1.5625e-04\n",
|
|
"Epoch 127/1024\n",
|
|
"90/90 [==============================] - 0s 853us/step - loss: 0.0031 - val_loss: 0.0750 - lr: 1.5625e-04\n",
|
|
"Epoch 128/1024\n",
|
|
"90/90 [==============================] - 0s 842us/step - loss: 0.0029 - val_loss: 0.0109 - lr: 1.5625e-04\n",
|
|
"Epoch 129/1024\n",
|
|
"90/90 [==============================] - 0s 971us/step - loss: 0.0028 - val_loss: 0.0467 - lr: 1.5625e-04\n",
|
|
"Epoch 130/1024\n",
|
|
"90/90 [==============================] - 0s 863us/step - loss: 0.0029 - val_loss: 0.1844 - lr: 1.5625e-04\n",
|
|
"Epoch 131/1024\n",
|
|
"90/90 [==============================] - 0s 858us/step - loss: 0.0030 - val_loss: 0.0444 - lr: 1.5625e-04\n",
|
|
"Epoch 132/1024\n",
|
|
"90/90 [==============================] - 0s 888us/step - loss: 0.0029 - val_loss: 0.0101 - lr: 1.5625e-04\n",
|
|
"Epoch 133/1024\n",
|
|
"90/90 [==============================] - 0s 925us/step - loss: 0.0029 - val_loss: 0.1559 - lr: 1.5625e-04\n",
|
|
"Epoch 134/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0030 - val_loss: 0.2269 - lr: 1.5625e-04\n",
|
|
"Epoch 135/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0028 - val_loss: 0.1741 - lr: 1.5625e-04\n",
|
|
"Epoch 136/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0029 - val_loss: 0.0634 - lr: 1.5625e-04\n",
|
|
"Epoch 137/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0028 - val_loss: 0.1282 - lr: 1.5625e-04\n",
|
|
"Epoch 138/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0029 - val_loss: 0.1617 - lr: 1.5625e-04\n",
|
|
"Epoch 139/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0028 - val_loss: 0.1587 - lr: 1.5625e-04\n",
|
|
"Epoch 140/1024\n",
|
|
"90/90 [==============================] - 0s 860us/step - loss: 0.0028 - val_loss: 0.0652 - lr: 1.5625e-04\n",
|
|
"Epoch 141/1024\n",
|
|
"90/90 [==============================] - 0s 860us/step - loss: 0.0028 - val_loss: 0.1194 - lr: 1.5625e-04\n",
|
|
"Epoch 142/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0029 - val_loss: 0.0069 - lr: 1.5625e-04\n",
|
|
"Epoch 143/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.2232 - lr: 1.5625e-04\n",
|
|
"Epoch 144/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0028 - val_loss: 0.0199 - lr: 1.5625e-04\n",
|
|
"Epoch 145/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0029 - val_loss: 0.0634 - lr: 1.5625e-04\n",
|
|
"Epoch 146/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0029 - val_loss: 0.0338 - lr: 7.8125e-05\n",
|
|
"Epoch 147/1024\n",
|
|
"90/90 [==============================] - 0s 856us/step - loss: 0.0029 - val_loss: 0.0403 - lr: 7.8125e-05\n",
|
|
"Epoch 148/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0028 - val_loss: 0.0079 - lr: 7.8125e-05\n",
|
|
"Epoch 149/1024\n",
|
|
"90/90 [==============================] - 0s 861us/step - loss: 0.0029 - val_loss: 0.0402 - lr: 7.8125e-05\n",
|
|
"Epoch 150/1024\n",
|
|
"90/90 [==============================] - 0s 855us/step - loss: 0.0028 - val_loss: 0.0441 - lr: 7.8125e-05\n",
|
|
"Epoch 151/1024\n",
|
|
"90/90 [==============================] - 0s 858us/step - loss: 0.0028 - val_loss: 0.0071 - lr: 7.8125e-05\n",
|
|
"Epoch 152/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0029 - val_loss: 0.0945 - lr: 7.8125e-05\n",
|
|
"Epoch 153/1024\n",
|
|
"90/90 [==============================] - 0s 862us/step - loss: 0.0028 - val_loss: 0.0241 - lr: 7.8125e-05\n",
|
|
"Epoch 154/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0028 - val_loss: 0.0100 - lr: 7.8125e-05\n",
|
|
"Epoch 155/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0028 - val_loss: 0.0289 - lr: 7.8125e-05\n",
|
|
"Epoch 156/1024\n",
|
|
"90/90 [==============================] - 0s 898us/step - loss: 0.0029 - val_loss: 0.0380 - lr: 7.8125e-05\n",
|
|
"Epoch 157/1024\n",
|
|
"90/90 [==============================] - 0s 868us/step - loss: 0.0029 - val_loss: 0.0557 - lr: 7.8125e-05\n",
|
|
"Epoch 158/1024\n",
|
|
"90/90 [==============================] - 0s 855us/step - loss: 0.0029 - val_loss: 0.0217 - lr: 7.8125e-05\n",
|
|
"Epoch 159/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0028 - val_loss: 0.0129 - lr: 7.8125e-05\n",
|
|
"Epoch 160/1024\n",
|
|
"90/90 [==============================] - 0s 863us/step - loss: 0.0028 - val_loss: 0.0220 - lr: 7.8125e-05\n",
|
|
"Epoch 161/1024\n",
|
|
"90/90 [==============================] - 0s 860us/step - loss: 0.0028 - val_loss: 0.0950 - lr: 7.8125e-05\n",
|
|
"Epoch 162/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0053 - lr: 7.8125e-05\n",
|
|
"Epoch 163/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0029 - val_loss: 0.0113 - lr: 7.8125e-05\n",
|
|
"Epoch 164/1024\n",
|
|
"90/90 [==============================] - 0s 860us/step - loss: 0.0028 - val_loss: 0.0521 - lr: 7.8125e-05\n",
|
|
"Epoch 165/1024\n",
|
|
"90/90 [==============================] - 0s 868us/step - loss: 0.0029 - val_loss: 0.0089 - lr: 7.8125e-05\n",
|
|
"Epoch 166/1024\n",
|
|
"90/90 [==============================] - 0s 880us/step - loss: 0.0028 - val_loss: 0.0064 - lr: 7.8125e-05\n",
|
|
"Epoch 167/1024\n",
|
|
"90/90 [==============================] - 0s 862us/step - loss: 0.0028 - val_loss: 0.0489 - lr: 7.8125e-05\n",
|
|
"Epoch 168/1024\n",
|
|
"90/90 [==============================] - 0s 840us/step - loss: 0.0030 - val_loss: 0.0217 - lr: 7.8125e-05\n",
|
|
"Epoch 169/1024\n",
|
|
"90/90 [==============================] - 0s 853us/step - loss: 0.0027 - val_loss: 0.0157 - lr: 7.8125e-05\n",
|
|
"Epoch 170/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0028 - val_loss: 0.0189 - lr: 7.8125e-05\n",
|
|
"Epoch 171/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0028 - val_loss: 0.0087 - lr: 7.8125e-05\n",
|
|
"Epoch 172/1024\n",
|
|
"90/90 [==============================] - 0s 860us/step - loss: 0.0029 - val_loss: 0.1240 - lr: 7.8125e-05\n",
|
|
"Epoch 173/1024\n",
|
|
"90/90 [==============================] - 0s 855us/step - loss: 0.0027 - val_loss: 0.0183 - lr: 7.8125e-05\n",
|
|
"Epoch 174/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0028 - val_loss: 0.1380 - lr: 7.8125e-05\n",
|
|
"Epoch 175/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0028 - val_loss: 0.0104 - lr: 7.8125e-05\n",
|
|
"Epoch 176/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0028 - val_loss: 0.0084 - lr: 7.8125e-05\n",
|
|
"Epoch 177/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0049 - lr: 7.8125e-05\n",
|
|
"Epoch 178/1024\n",
|
|
"90/90 [==============================] - 0s 893us/step - loss: 0.0028 - val_loss: 0.0705 - lr: 7.8125e-05\n",
|
|
"Epoch 179/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0030 - val_loss: 0.0130 - lr: 7.8125e-05\n",
|
|
"Epoch 180/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0029 - val_loss: 0.0066 - lr: 7.8125e-05\n",
|
|
"Epoch 181/1024\n",
|
|
"90/90 [==============================] - 0s 958us/step - loss: 0.0028 - val_loss: 0.1058 - lr: 7.8125e-05\n",
|
|
"Epoch 182/1024\n",
|
|
"90/90 [==============================] - 0s 984us/step - loss: 0.0029 - val_loss: 0.0491 - lr: 7.8125e-05\n",
|
|
"Epoch 183/1024\n",
|
|
"90/90 [==============================] - 0s 856us/step - loss: 0.0029 - val_loss: 0.0252 - lr: 7.8125e-05\n",
|
|
"Epoch 184/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0028 - val_loss: 0.0125 - lr: 7.8125e-05\n",
|
|
"Epoch 185/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0027 - val_loss: 0.0052 - lr: 7.8125e-05\n",
|
|
"Epoch 186/1024\n",
|
|
"90/90 [==============================] - 0s 864us/step - loss: 0.0028 - val_loss: 0.0645 - lr: 7.8125e-05\n",
|
|
"Epoch 187/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0029 - val_loss: 0.0465 - lr: 7.8125e-05\n",
|
|
"Epoch 188/1024\n",
|
|
"90/90 [==============================] - 0s 861us/step - loss: 0.0027 - val_loss: 0.0429 - lr: 7.8125e-05\n",
|
|
"Epoch 189/1024\n",
|
|
"90/90 [==============================] - 0s 873us/step - loss: 0.0028 - val_loss: 0.0272 - lr: 7.8125e-05\n",
|
|
"Epoch 190/1024\n",
|
|
"90/90 [==============================] - 0s 874us/step - loss: 0.0028 - val_loss: 0.0577 - lr: 7.8125e-05\n",
|
|
"Epoch 191/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0040 - lr: 7.8125e-05\n",
|
|
"Epoch 192/1024\n",
|
|
"90/90 [==============================] - 0s 892us/step - loss: 0.0028 - val_loss: 0.0437 - lr: 7.8125e-05\n",
|
|
"Epoch 193/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0036 - lr: 7.8125e-05\n",
|
|
"Epoch 194/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0028 - val_loss: 0.0055 - lr: 7.8125e-05\n",
|
|
"Epoch 195/1024\n",
|
|
"90/90 [==============================] - 0s 929us/step - loss: 0.0029 - val_loss: 0.0131 - lr: 7.8125e-05\n",
|
|
"Epoch 196/1024\n",
|
|
"90/90 [==============================] - 0s 875us/step - loss: 0.0028 - val_loss: 0.0290 - lr: 7.8125e-05\n",
|
|
"Epoch 197/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0029 - val_loss: 0.0913 - lr: 7.8125e-05\n",
|
|
"Epoch 198/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0028 - val_loss: 0.0460 - lr: 7.8125e-05\n",
|
|
"Epoch 199/1024\n",
|
|
"90/90 [==============================] - 0s 858us/step - loss: 0.0028 - val_loss: 0.1060 - lr: 7.8125e-05\n",
|
|
"Epoch 200/1024\n",
|
|
"90/90 [==============================] - 0s 873us/step - loss: 0.0028 - val_loss: 0.0051 - lr: 7.8125e-05\n",
|
|
"Epoch 201/1024\n",
|
|
"90/90 [==============================] - 0s 873us/step - loss: 0.0028 - val_loss: 0.0334 - lr: 7.8125e-05\n",
|
|
"Epoch 202/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0028 - val_loss: 0.0753 - lr: 7.8125e-05\n",
|
|
"Epoch 203/1024\n",
|
|
"90/90 [==============================] - 0s 860us/step - loss: 0.0029 - val_loss: 0.0238 - lr: 7.8125e-05\n",
|
|
"Epoch 204/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0029 - val_loss: 0.0136 - lr: 7.8125e-05\n",
|
|
"Epoch 205/1024\n",
|
|
"90/90 [==============================] - 0s 868us/step - loss: 0.0028 - val_loss: 0.2139 - lr: 7.8125e-05\n",
|
|
"Epoch 206/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0028 - val_loss: 0.0143 - lr: 7.8125e-05\n",
|
|
"Epoch 207/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0029 - val_loss: 0.1455 - lr: 7.8125e-05\n",
|
|
"Epoch 208/1024\n",
|
|
"90/90 [==============================] - 0s 873us/step - loss: 0.0028 - val_loss: 0.0175 - lr: 7.8125e-05\n",
|
|
"Epoch 209/1024\n",
|
|
"90/90 [==============================] - 0s 874us/step - loss: 0.0028 - val_loss: 0.0451 - lr: 7.8125e-05\n",
|
|
"Epoch 210/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0028 - val_loss: 0.1155 - lr: 7.8125e-05\n",
|
|
"Epoch 211/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0028 - val_loss: 0.0095 - lr: 7.8125e-05\n",
|
|
"Epoch 212/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0028 - val_loss: 0.1050 - lr: 7.8125e-05\n",
|
|
"Epoch 213/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0028 - val_loss: 0.0601 - lr: 7.8125e-05\n",
|
|
"Epoch 214/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0028 - val_loss: 0.0070 - lr: 7.8125e-05\n",
|
|
"Epoch 215/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0028 - val_loss: 0.0444 - lr: 7.8125e-05\n",
|
|
"Epoch 216/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0029 - val_loss: 0.1996 - lr: 7.8125e-05\n",
|
|
"Epoch 217/1024\n",
|
|
"90/90 [==============================] - 0s 860us/step - loss: 0.0028 - val_loss: 0.0211 - lr: 7.8125e-05\n",
|
|
"Epoch 218/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0029 - val_loss: 0.0245 - lr: 7.8125e-05\n",
|
|
"Epoch 219/1024\n",
|
|
"90/90 [==============================] - 0s 873us/step - loss: 0.0029 - val_loss: 0.0044 - lr: 3.9062e-05\n",
|
|
"Epoch 220/1024\n",
|
|
"90/90 [==============================] - 0s 866us/step - loss: 0.0029 - val_loss: 0.0474 - lr: 3.9062e-05\n",
|
|
"Epoch 221/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0028 - val_loss: 0.0457 - lr: 3.9062e-05\n",
|
|
"Epoch 222/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0029 - val_loss: 0.0045 - lr: 3.9062e-05\n",
|
|
"Epoch 223/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0028 - val_loss: 0.0230 - lr: 3.9062e-05\n",
|
|
"Epoch 224/1024\n",
|
|
"90/90 [==============================] - 0s 875us/step - loss: 0.0028 - val_loss: 0.0180 - lr: 3.9062e-05\n",
|
|
"Epoch 225/1024\n",
|
|
"90/90 [==============================] - 0s 858us/step - loss: 0.0028 - val_loss: 0.0337 - lr: 3.9062e-05\n",
|
|
"Epoch 226/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0027 - val_loss: 0.0289 - lr: 3.9062e-05\n",
|
|
"Epoch 227/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0036 - lr: 3.9062e-05\n",
|
|
"Epoch 228/1024\n",
|
|
"90/90 [==============================] - 0s 894us/step - loss: 0.0029 - val_loss: 0.0044 - lr: 3.9062e-05\n",
|
|
"Epoch 229/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0028 - val_loss: 0.0188 - lr: 3.9062e-05\n",
|
|
"Epoch 230/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0028 - val_loss: 0.0352 - lr: 3.9062e-05\n",
|
|
"Epoch 231/1024\n",
|
|
"90/90 [==============================] - 0s 871us/step - loss: 0.0028 - val_loss: 0.0164 - lr: 3.9062e-05\n",
|
|
"Epoch 232/1024\n",
|
|
"90/90 [==============================] - 0s 857us/step - loss: 0.0027 - val_loss: 0.0092 - lr: 3.9062e-05\n",
|
|
"Epoch 233/1024\n",
|
|
"90/90 [==============================] - 0s 858us/step - loss: 0.0027 - val_loss: 0.0099 - lr: 3.9062e-05\n",
|
|
"Epoch 234/1024\n",
|
|
"90/90 [==============================] - 0s 900us/step - loss: 0.0028 - val_loss: 0.0159 - lr: 3.9062e-05\n",
|
|
"Epoch 235/1024\n",
|
|
"90/90 [==============================] - 0s 859us/step - loss: 0.0028 - val_loss: 0.0126 - lr: 3.9062e-05\n",
|
|
"Epoch 236/1024\n",
|
|
"90/90 [==============================] - 0s 878us/step - loss: 0.0029 - val_loss: 0.0117 - lr: 3.9062e-05\n",
|
|
"Epoch 237/1024\n",
|
|
"90/90 [==============================] - 0s 863us/step - loss: 0.0028 - val_loss: 0.0290 - lr: 3.9062e-05\n",
|
|
"Epoch 238/1024\n",
|
|
"90/90 [==============================] - 0s 876us/step - loss: 0.0027 - val_loss: 0.0302 - lr: 3.9062e-05\n",
|
|
"Epoch 239/1024\n",
|
|
"90/90 [==============================] - 0s 872us/step - loss: 0.0028 - val_loss: 0.0401 - lr: 3.9062e-05\n",
|
|
"Epoch 240/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0028 - val_loss: 0.1169 - lr: 3.9062e-05\n",
|
|
"Epoch 241/1024\n",
|
|
"90/90 [==============================] - 0s 863us/step - loss: 0.0029 - val_loss: 0.0076 - lr: 3.9062e-05\n",
|
|
"Epoch 242/1024\n",
|
|
"90/90 [==============================] - 0s 882us/step - loss: 0.0028 - val_loss: 0.0303 - lr: 3.9062e-05\n",
|
|
"Epoch 243/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0028 - val_loss: 0.0102 - lr: 3.9062e-05\n",
|
|
"Epoch 244/1024\n",
|
|
"90/90 [==============================] - 0s 868us/step - loss: 0.0028 - val_loss: 0.0545 - lr: 3.9062e-05\n",
|
|
"Epoch 245/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0034 - lr: 3.9062e-05\n",
|
|
"Epoch 246/1024\n",
|
|
"90/90 [==============================] - 0s 886us/step - loss: 0.0029 - val_loss: 0.0135 - lr: 3.9062e-05\n",
|
|
"Epoch 247/1024\n",
|
|
"90/90 [==============================] - 0s 861us/step - loss: 0.0028 - val_loss: 0.0045 - lr: 3.9062e-05\n",
|
|
"Epoch 248/1024\n",
|
|
"90/90 [==============================] - 0s 874us/step - loss: 0.0028 - val_loss: 0.0153 - lr: 3.9062e-05\n",
|
|
"Epoch 249/1024\n",
|
|
"90/90 [==============================] - 0s 861us/step - loss: 0.0027 - val_loss: 0.0092 - lr: 3.9062e-05\n",
|
|
"Epoch 250/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0030 - val_loss: 0.0083 - lr: 3.9062e-05\n",
|
|
"Epoch 251/1024\n",
|
|
"90/90 [==============================] - 0s 856us/step - loss: 0.0028 - val_loss: 0.0221 - lr: 3.9062e-05\n",
|
|
"Epoch 252/1024\n",
|
|
"90/90 [==============================] - 0s 883us/step - loss: 0.0028 - val_loss: 0.0097 - lr: 3.9062e-05\n",
|
|
"Epoch 253/1024\n",
|
|
"90/90 [==============================] - 0s 868us/step - loss: 0.0028 - val_loss: 0.0062 - lr: 3.9062e-05\n",
|
|
"Epoch 254/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0032 - lr: 3.9062e-05\n",
|
|
"Epoch 255/1024\n",
|
|
"90/90 [==============================] - 0s 886us/step - loss: 0.0028 - val_loss: 0.0411 - lr: 3.9062e-05\n",
|
|
"Epoch 256/1024\n",
|
|
"90/90 [==============================] - 0s 862us/step - loss: 0.0028 - val_loss: 0.0529 - lr: 3.9062e-05\n",
|
|
"Epoch 257/1024\n",
|
|
"90/90 [==============================] - 0s 888us/step - loss: 0.0028 - val_loss: 0.0063 - lr: 3.9062e-05\n",
|
|
"Epoch 258/1024\n",
|
|
"90/90 [==============================] - 0s 879us/step - loss: 0.0028 - val_loss: 0.0036 - lr: 3.9062e-05\n",
|
|
"Epoch 259/1024\n",
|
|
"90/90 [==============================] - 0s 875us/step - loss: 0.0028 - val_loss: 0.0308 - lr: 3.9062e-05\n",
|
|
"Epoch 260/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0027 - val_loss: 0.0085 - lr: 3.9062e-05\n",
|
|
"Epoch 261/1024\n",
|
|
"90/90 [==============================] - 0s 862us/step - loss: 0.0028 - val_loss: 0.0068 - lr: 3.9062e-05\n",
|
|
"Epoch 262/1024\n",
|
|
"90/90 [==============================] - 0s 897us/step - loss: 0.0028 - val_loss: 0.0074 - lr: 3.9062e-05\n",
|
|
"Epoch 263/1024\n",
|
|
"90/90 [==============================] - 0s 868us/step - loss: 0.0028 - val_loss: 0.0079 - lr: 3.9062e-05\n",
|
|
"Epoch 264/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0028 - val_loss: 0.0109 - lr: 3.9062e-05\n",
|
|
"Epoch 265/1024\n",
|
|
"90/90 [==============================] - 0s 875us/step - loss: 0.0027 - val_loss: 0.0214 - lr: 3.9062e-05\n",
|
|
"Epoch 266/1024\n",
|
|
"90/90 [==============================] - 0s 862us/step - loss: 0.0027 - val_loss: 0.0143 - lr: 3.9062e-05\n",
|
|
"Epoch 267/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0029 - val_loss: 0.0102 - lr: 3.9062e-05\n",
|
|
"Epoch 268/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0028 - val_loss: 0.0262 - lr: 3.9062e-05\n",
|
|
"Epoch 269/1024\n",
|
|
"90/90 [==============================] - 0s 875us/step - loss: 0.0028 - val_loss: 0.0217 - lr: 3.9062e-05\n",
|
|
"Epoch 270/1024\n",
|
|
"90/90 [==============================] - 0s 873us/step - loss: 0.0027 - val_loss: 0.0221 - lr: 3.9062e-05\n",
|
|
"Epoch 271/1024\n",
|
|
"90/90 [==============================] - 0s 856us/step - loss: 0.0028 - val_loss: 0.0056 - lr: 3.9062e-05\n",
|
|
"Epoch 272/1024\n",
|
|
"90/90 [==============================] - 0s 883us/step - loss: 0.0028 - val_loss: 0.0146 - lr: 3.9062e-05\n",
|
|
"Epoch 273/1024\n",
|
|
"90/90 [==============================] - 0s 879us/step - loss: 0.0028 - val_loss: 0.0307 - lr: 3.9062e-05\n",
|
|
"Epoch 274/1024\n",
|
|
"90/90 [==============================] - 0s 863us/step - loss: 0.0028 - val_loss: 0.0197 - lr: 3.9062e-05\n",
|
|
"Epoch 275/1024\n",
|
|
"90/90 [==============================] - 0s 852us/step - loss: 0.0028 - val_loss: 0.0057 - lr: 3.9062e-05\n",
|
|
"Epoch 276/1024\n",
|
|
"90/90 [==============================] - 0s 863us/step - loss: 0.0027 - val_loss: 0.0204 - lr: 3.9062e-05\n",
|
|
"Epoch 277/1024\n",
|
|
"90/90 [==============================] - 0s 874us/step - loss: 0.0028 - val_loss: 0.0130 - lr: 3.9062e-05\n",
|
|
"Epoch 278/1024\n",
|
|
"90/90 [==============================] - 0s 875us/step - loss: 0.0027 - val_loss: 0.0049 - lr: 3.9062e-05\n",
|
|
"Epoch 279/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0028 - val_loss: 0.0096 - lr: 3.9062e-05\n",
|
|
"Epoch 280/1024\n",
|
|
"90/90 [==============================] - 0s 880us/step - loss: 0.0027 - val_loss: 0.0226 - lr: 1.9531e-05\n",
|
|
"Epoch 281/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 1.9531e-05\n",
|
|
"Epoch 282/1024\n",
|
|
"90/90 [==============================] - 0s 877us/step - loss: 0.0028 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 283/1024\n",
|
|
"90/90 [==============================] - 0s 864us/step - loss: 0.0027 - val_loss: 0.0043 - lr: 1.9531e-05\n",
|
|
"Epoch 284/1024\n",
|
|
"90/90 [==============================] - 0s 874us/step - loss: 0.0028 - val_loss: 0.0044 - lr: 1.9531e-05\n",
|
|
"Epoch 285/1024\n",
|
|
"90/90 [==============================] - 0s 980us/step - loss: 0.0029 - val_loss: 0.0151 - lr: 1.9531e-05\n",
|
|
"Epoch 286/1024\n",
|
|
"90/90 [==============================] - 0s 860us/step - loss: 0.0028 - val_loss: 0.0076 - lr: 1.9531e-05\n",
|
|
"Epoch 287/1024\n",
|
|
"90/90 [==============================] - 0s 876us/step - loss: 0.0028 - val_loss: 0.0042 - lr: 1.9531e-05\n",
|
|
"Epoch 288/1024\n",
|
|
"90/90 [==============================] - 0s 885us/step - loss: 0.0029 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 289/1024\n",
|
|
"90/90 [==============================] - 0s 860us/step - loss: 0.0028 - val_loss: 0.0045 - lr: 1.9531e-05\n",
|
|
"Epoch 290/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0027 - val_loss: 0.0042 - lr: 1.9531e-05\n",
|
|
"Epoch 291/1024\n",
|
|
"90/90 [==============================] - 0s 904us/step - loss: 0.0027 - val_loss: 0.0037 - lr: 1.9531e-05\n",
|
|
"Epoch 292/1024\n",
|
|
"90/90 [==============================] - 0s 873us/step - loss: 0.0028 - val_loss: 0.0048 - lr: 1.9531e-05\n",
|
|
"Epoch 293/1024\n",
|
|
"90/90 [==============================] - 0s 857us/step - loss: 0.0027 - val_loss: 0.0063 - lr: 1.9531e-05\n",
|
|
"Epoch 294/1024\n",
|
|
"90/90 [==============================] - 0s 868us/step - loss: 0.0028 - val_loss: 0.0030 - lr: 1.9531e-05\n",
|
|
"Epoch 295/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 1.9531e-05\n",
|
|
"Epoch 296/1024\n",
|
|
"90/90 [==============================] - 0s 993us/step - loss: 0.0028 - val_loss: 0.0126 - lr: 1.9531e-05\n",
|
|
"Epoch 297/1024\n",
|
|
"90/90 [==============================] - 0s 854us/step - loss: 0.0027 - val_loss: 0.0034 - lr: 1.9531e-05\n",
|
|
"Epoch 298/1024\n",
|
|
"90/90 [==============================] - 0s 861us/step - loss: 0.0027 - val_loss: 0.0035 - lr: 1.9531e-05\n",
|
|
"Epoch 299/1024\n",
|
|
"90/90 [==============================] - 0s 882us/step - loss: 0.0027 - val_loss: 0.0056 - lr: 1.9531e-05\n",
|
|
"Epoch 300/1024\n",
|
|
"90/90 [==============================] - 0s 878us/step - loss: 0.0028 - val_loss: 0.0107 - lr: 1.9531e-05\n",
|
|
"Epoch 301/1024\n",
|
|
"90/90 [==============================] - 0s 910us/step - loss: 0.0028 - val_loss: 0.0060 - lr: 1.9531e-05\n",
|
|
"Epoch 302/1024\n",
|
|
"90/90 [==============================] - 0s 878us/step - loss: 0.0028 - val_loss: 0.0133 - lr: 1.9531e-05\n",
|
|
"Epoch 303/1024\n",
|
|
"90/90 [==============================] - 0s 886us/step - loss: 0.0028 - val_loss: 0.0037 - lr: 1.9531e-05\n",
|
|
"Epoch 304/1024\n",
|
|
"90/90 [==============================] - 0s 907us/step - loss: 0.0028 - val_loss: 0.0066 - lr: 1.9531e-05\n",
|
|
"Epoch 305/1024\n",
|
|
"90/90 [==============================] - 0s 902us/step - loss: 0.0027 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 306/1024\n",
|
|
"90/90 [==============================] - 0s 887us/step - loss: 0.0027 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 307/1024\n",
|
|
"90/90 [==============================] - 0s 939us/step - loss: 0.0027 - val_loss: 0.0033 - lr: 1.9531e-05\n",
|
|
"Epoch 308/1024\n",
|
|
"90/90 [==============================] - 0s 976us/step - loss: 0.0027 - val_loss: 0.0039 - lr: 1.9531e-05\n",
|
|
"Epoch 309/1024\n",
|
|
"90/90 [==============================] - 0s 956us/step - loss: 0.0028 - val_loss: 0.0067 - lr: 1.9531e-05\n",
|
|
"Epoch 310/1024\n",
|
|
"90/90 [==============================] - 0s 998us/step - loss: 0.0029 - val_loss: 0.0045 - lr: 1.9531e-05\n",
|
|
"Epoch 311/1024\n",
|
|
"90/90 [==============================] - 0s 875us/step - loss: 0.0028 - val_loss: 0.0039 - lr: 1.9531e-05\n",
|
|
"Epoch 312/1024\n",
|
|
"90/90 [==============================] - 0s 891us/step - loss: 0.0028 - val_loss: 0.0043 - lr: 1.9531e-05\n",
|
|
"Epoch 313/1024\n",
|
|
"90/90 [==============================] - 0s 950us/step - loss: 0.0028 - val_loss: 0.0040 - lr: 1.9531e-05\n",
|
|
"Epoch 314/1024\n",
|
|
"90/90 [==============================] - 0s 905us/step - loss: 0.0028 - val_loss: 0.0108 - lr: 1.9531e-05\n",
|
|
"Epoch 315/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.9531e-05\n",
|
|
"Epoch 316/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0041 - lr: 1.9531e-05\n",
|
|
"Epoch 317/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0030 - lr: 1.9531e-05\n",
|
|
"Epoch 318/1024\n",
|
|
"90/90 [==============================] - 0s 941us/step - loss: 0.0028 - val_loss: 0.0052 - lr: 1.9531e-05\n",
|
|
"Epoch 319/1024\n",
|
|
"90/90 [==============================] - 0s 870us/step - loss: 0.0027 - val_loss: 0.0112 - lr: 1.9531e-05\n",
|
|
"Epoch 320/1024\n",
|
|
"90/90 [==============================] - 0s 877us/step - loss: 0.0028 - val_loss: 0.0205 - lr: 1.9531e-05\n",
|
|
"Epoch 321/1024\n",
|
|
"90/90 [==============================] - 0s 868us/step - loss: 0.0028 - val_loss: 0.0102 - lr: 1.9531e-05\n",
|
|
"Epoch 322/1024\n",
|
|
"90/90 [==============================] - 0s 988us/step - loss: 0.0028 - val_loss: 0.0042 - lr: 1.9531e-05\n",
|
|
"Epoch 323/1024\n",
|
|
"90/90 [==============================] - 0s 990us/step - loss: 0.0027 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 324/1024\n",
|
|
"90/90 [==============================] - 0s 897us/step - loss: 0.0028 - val_loss: 0.0031 - lr: 1.9531e-05\n",
|
|
"Epoch 325/1024\n",
|
|
"90/90 [==============================] - 0s 865us/step - loss: 0.0027 - val_loss: 0.0063 - lr: 1.9531e-05\n",
|
|
"Epoch 326/1024\n",
|
|
"90/90 [==============================] - 0s 903us/step - loss: 0.0028 - val_loss: 0.0166 - lr: 1.9531e-05\n",
|
|
"Epoch 327/1024\n",
|
|
"90/90 [==============================] - 0s 935us/step - loss: 0.0028 - val_loss: 0.0035 - lr: 1.9531e-05\n",
|
|
"Epoch 328/1024\n",
|
|
"90/90 [==============================] - 0s 967us/step - loss: 0.0027 - val_loss: 0.0055 - lr: 1.9531e-05\n",
|
|
"Epoch 329/1024\n",
|
|
"90/90 [==============================] - 0s 964us/step - loss: 0.0028 - val_loss: 0.0091 - lr: 1.9531e-05\n",
|
|
"Epoch 330/1024\n",
|
|
"90/90 [==============================] - 0s 939us/step - loss: 0.0027 - val_loss: 0.0143 - lr: 1.9531e-05\n",
|
|
"Epoch 331/1024\n",
|
|
"90/90 [==============================] - 0s 869us/step - loss: 0.0028 - val_loss: 0.0056 - lr: 1.9531e-05\n",
|
|
"Epoch 332/1024\n",
|
|
"90/90 [==============================] - 0s 878us/step - loss: 0.0028 - val_loss: 0.0045 - lr: 1.9531e-05\n",
|
|
"Epoch 333/1024\n",
|
|
"90/90 [==============================] - 0s 959us/step - loss: 0.0028 - val_loss: 0.0048 - lr: 1.9531e-05\n",
|
|
"Epoch 334/1024\n",
|
|
"90/90 [==============================] - 0s 945us/step - loss: 0.0027 - val_loss: 0.0057 - lr: 1.9531e-05\n",
|
|
"Epoch 335/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0142 - lr: 1.9531e-05\n",
|
|
"Epoch 336/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0052 - lr: 1.9531e-05\n",
|
|
"Epoch 337/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 1.9531e-05\n",
|
|
"Epoch 338/1024\n",
|
|
"90/90 [==============================] - 0s 967us/step - loss: 0.0027 - val_loss: 0.0054 - lr: 1.9531e-05\n",
|
|
"Epoch 339/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0032 - lr: 1.9531e-05\n",
|
|
"Epoch 340/1024\n",
|
|
"90/90 [==============================] - 0s 901us/step - loss: 0.0027 - val_loss: 0.0034 - lr: 1.9531e-05\n",
|
|
"Epoch 341/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 342/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 343/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0063 - lr: 9.7656e-06\n",
|
|
"Epoch 344/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 345/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0037 - lr: 9.7656e-06\n",
|
|
"Epoch 346/1024\n",
|
|
"90/90 [==============================] - 0s 945us/step - loss: 0.0027 - val_loss: 0.0050 - lr: 9.7656e-06\n",
|
|
"Epoch 347/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0028 - val_loss: 0.0042 - lr: 9.7656e-06\n",
|
|
"Epoch 348/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 349/1024\n",
|
|
"90/90 [==============================] - 0s 939us/step - loss: 0.0028 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 350/1024\n",
|
|
"90/90 [==============================] - 0s 893us/step - loss: 0.0027 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 351/1024\n",
|
|
"90/90 [==============================] - 0s 953us/step - loss: 0.0028 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 352/1024\n",
|
|
"90/90 [==============================] - 0s 912us/step - loss: 0.0028 - val_loss: 0.0051 - lr: 9.7656e-06\n",
|
|
"Epoch 353/1024\n",
|
|
"90/90 [==============================] - 0s 960us/step - loss: 0.0027 - val_loss: 0.0028 - lr: 9.7656e-06\n",
|
|
"Epoch 354/1024\n",
|
|
"90/90 [==============================] - 0s 858us/step - loss: 0.0027 - val_loss: 0.0040 - lr: 9.7656e-06\n",
|
|
"Epoch 355/1024\n",
|
|
"90/90 [==============================] - 0s 863us/step - loss: 0.0028 - val_loss: 0.0032 - lr: 9.7656e-06\n",
|
|
"Epoch 356/1024\n",
|
|
"90/90 [==============================] - 0s 933us/step - loss: 0.0027 - val_loss: 0.0033 - lr: 9.7656e-06\n",
|
|
"Epoch 357/1024\n",
|
|
"90/90 [==============================] - 0s 942us/step - loss: 0.0027 - val_loss: 0.0036 - lr: 9.7656e-06\n",
|
|
"Epoch 358/1024\n",
|
|
"90/90 [==============================] - 0s 882us/step - loss: 0.0028 - val_loss: 0.0048 - lr: 9.7656e-06\n",
|
|
"Epoch 359/1024\n",
|
|
"90/90 [==============================] - 0s 867us/step - loss: 0.0027 - val_loss: 0.0062 - lr: 9.7656e-06\n",
|
|
"Epoch 360/1024\n",
|
|
"90/90 [==============================] - 0s 879us/step - loss: 0.0027 - val_loss: 0.0030 - lr: 9.7656e-06\n",
|
|
"Epoch 361/1024\n",
|
|
"90/90 [==============================] - 0s 924us/step - loss: 0.0028 - val_loss: 0.0054 - lr: 9.7656e-06\n",
|
|
"Epoch 362/1024\n",
|
|
"90/90 [==============================] - 0s 913us/step - loss: 0.0029 - val_loss: 0.0031 - lr: 9.7656e-06\n",
|
|
"Epoch 363/1024\n",
|
|
"90/90 [==============================] - 0s 892us/step - loss: 0.0027 - val_loss: 0.0027 - lr: 9.7656e-06\n",
|
|
"Epoch 364/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0028 - val_loss: 0.0034 - lr: 9.7656e-06\n",
|
|
"Epoch 365/1024\n",
|
|
"90/90 [==============================] - 0s 999us/step - loss: 0.0026 - val_loss: 0.0033 - lr: 9.7656e-06\n",
|
|
"Epoch 366/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0041 - lr: 4.8828e-06\n",
|
|
"Epoch 367/1024\n",
|
|
"90/90 [==============================] - 0s 982us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 368/1024\n",
|
|
"90/90 [==============================] - 0s 875us/step - loss: 0.0028 - val_loss: 0.0035 - lr: 4.8828e-06\n",
|
|
"Epoch 369/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 370/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 371/1024\n",
|
|
"90/90 [==============================] - 0s 923us/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 372/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 373/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 374/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 375/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0032 - lr: 4.8828e-06\n",
|
|
"Epoch 376/1024\n",
|
|
"90/90 [==============================] - 0s 896us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 377/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 378/1024\n",
|
|
"90/90 [==============================] - 0s 893us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 379/1024\n",
|
|
"90/90 [==============================] - 0s 907us/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 380/1024\n",
|
|
"90/90 [==============================] - 0s 960us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 381/1024\n",
|
|
"90/90 [==============================] - 0s 944us/step - loss: 0.0027 - val_loss: 0.0041 - lr: 4.8828e-06\n",
|
|
"Epoch 382/1024\n",
|
|
"90/90 [==============================] - 0s 893us/step - loss: 0.0028 - val_loss: 0.0033 - lr: 4.8828e-06\n",
|
|
"Epoch 383/1024\n",
|
|
"90/90 [==============================] - 0s 897us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 384/1024\n",
|
|
"90/90 [==============================] - 0s 884us/step - loss: 0.0027 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 385/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 386/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0029 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 387/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0027 - val_loss: 0.0029 - lr: 4.8828e-06\n",
|
|
"Epoch 388/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 389/1024\n",
|
|
"90/90 [==============================] - 0s 941us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 390/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0031 - lr: 4.8828e-06\n",
|
|
"Epoch 391/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0027 - val_loss: 0.0038 - lr: 4.8828e-06\n",
|
|
"Epoch 392/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 393/1024\n",
|
|
"90/90 [==============================] - 0s 909us/step - loss: 0.0027 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 394/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.8828e-06\n",
|
|
"Epoch 395/1024\n",
|
|
"90/90 [==============================] - 0s 962us/step - loss: 0.0027 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 396/1024\n",
|
|
"90/90 [==============================] - 0s 924us/step - loss: 0.0027 - val_loss: 0.0033 - lr: 4.8828e-06\n",
|
|
"Epoch 397/1024\n",
|
|
"90/90 [==============================] - 0s 901us/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 398/1024\n",
|
|
"90/90 [==============================] - 0s 900us/step - loss: 0.0027 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 399/1024\n",
|
|
"90/90 [==============================] - 0s 893us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 400/1024\n",
|
|
"90/90 [==============================] - 0s 951us/step - loss: 0.0027 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 401/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 402/1024\n",
|
|
"90/90 [==============================] - 0s 886us/step - loss: 0.0029 - val_loss: 0.0027 - lr: 4.8828e-06\n",
|
|
"Epoch 403/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0030 - lr: 4.8828e-06\n",
|
|
"Epoch 404/1024\n",
|
|
"90/90 [==============================] - 0s 939us/step - loss: 0.0029 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 405/1024\n",
|
|
"90/90 [==============================] - 0s 890us/step - loss: 0.0027 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 406/1024\n",
|
|
"90/90 [==============================] - 0s 892us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 407/1024\n",
|
|
"90/90 [==============================] - 0s 984us/step - loss: 0.0027 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 408/1024\n",
|
|
"90/90 [==============================] - 0s 985us/step - loss: 0.0027 - val_loss: 0.0033 - lr: 4.8828e-06\n",
|
|
"Epoch 409/1024\n",
|
|
"90/90 [==============================] - 0s 968us/step - loss: 0.0028 - val_loss: 0.0028 - lr: 4.8828e-06\n",
|
|
"Epoch 410/1024\n",
|
|
"90/90 [==============================] - 0s 963us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 4.8828e-06\n",
|
|
"Epoch 411/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 412/1024\n",
|
|
"90/90 [==============================] - 0s 962us/step - loss: 0.0027 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 413/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 414/1024\n",
|
|
"90/90 [==============================] - 0s 950us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 415/1024\n",
|
|
"90/90 [==============================] - 0s 913us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 416/1024\n",
|
|
"90/90 [==============================] - 0s 899us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 417/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 418/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 419/1024\n",
|
|
"90/90 [==============================] - 0s 954us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 420/1024\n",
|
|
"90/90 [==============================] - 0s 932us/step - loss: 0.0028 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 421/1024\n",
|
|
"90/90 [==============================] - 0s 964us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 422/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 423/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 424/1024\n",
|
|
"90/90 [==============================] - 0s 969us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 425/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 426/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 427/1024\n",
|
|
"90/90 [==============================] - 0s 888us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 428/1024\n",
|
|
"90/90 [==============================] - 0s 894us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 429/1024\n",
|
|
"90/90 [==============================] - 0s 894us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 430/1024\n",
|
|
"90/90 [==============================] - 0s 934us/step - loss: 0.0027 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 431/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 432/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 433/1024\n",
|
|
"90/90 [==============================] - 0s 905us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 434/1024\n",
|
|
"90/90 [==============================] - 0s 912us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.4414e-06\n",
|
|
"Epoch 435/1024\n",
|
|
"90/90 [==============================] - 0s 908us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 436/1024\n",
|
|
"90/90 [==============================] - 0s 948us/step - loss: 0.0027 - val_loss: 0.0027 - lr: 2.4414e-06\n",
|
|
"Epoch 437/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 438/1024\n",
|
|
"90/90 [==============================] - 0s 932us/step - loss: 0.0027 - val_loss: 0.0031 - lr: 2.4414e-06\n",
|
|
"Epoch 439/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0028 - lr: 2.4414e-06\n",
|
|
"Epoch 440/1024\n",
|
|
"90/90 [==============================] - 0s 899us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 441/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 442/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 2.4414e-06\n",
|
|
"Epoch 443/1024\n",
|
|
"90/90 [==============================] - 0s 959us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 444/1024\n",
|
|
"90/90 [==============================] - 0s 889us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 445/1024\n",
|
|
"90/90 [==============================] - 0s 897us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 446/1024\n",
|
|
"90/90 [==============================] - 0s 952us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 447/1024\n",
|
|
"90/90 [==============================] - 0s 947us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 448/1024\n",
|
|
"90/90 [==============================] - 0s 911us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 449/1024\n",
|
|
"90/90 [==============================] - 0s 941us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 450/1024\n",
|
|
"90/90 [==============================] - 0s 944us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 451/1024\n",
|
|
"90/90 [==============================] - 0s 933us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 452/1024\n",
|
|
"90/90 [==============================] - 0s 923us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 453/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 454/1024\n",
|
|
"90/90 [==============================] - 0s 935us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 455/1024\n",
|
|
"90/90 [==============================] - 0s 912us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 456/1024\n",
|
|
"90/90 [==============================] - 0s 925us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 457/1024\n",
|
|
"90/90 [==============================] - 0s 903us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 458/1024\n",
|
|
"90/90 [==============================] - 0s 901us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 459/1024\n",
|
|
"90/90 [==============================] - 0s 923us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 460/1024\n",
|
|
"90/90 [==============================] - 0s 916us/step - loss: 0.0027 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 461/1024\n",
|
|
"90/90 [==============================] - 0s 954us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 462/1024\n",
|
|
"90/90 [==============================] - 0s 911us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 463/1024\n",
|
|
"90/90 [==============================] - 0s 938us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 464/1024\n",
|
|
"90/90 [==============================] - 0s 923us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 465/1024\n",
|
|
"90/90 [==============================] - 0s 935us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 1.2207e-06\n",
|
|
"Epoch 466/1024\n",
|
|
"90/90 [==============================] - 0s 916us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 467/1024\n",
|
|
"90/90 [==============================] - 0s 925us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.2207e-06\n",
|
|
"Epoch 468/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 469/1024\n",
|
|
"90/90 [==============================] - 0s 911us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 470/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 471/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 472/1024\n",
|
|
"90/90 [==============================] - 0s 953us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 473/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 474/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 475/1024\n",
|
|
"90/90 [==============================] - 0s 939us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 476/1024\n",
|
|
"90/90 [==============================] - 0s 991us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 477/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 478/1024\n",
|
|
"90/90 [==============================] - 0s 952us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 479/1024\n",
|
|
"90/90 [==============================] - 0s 972us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 480/1024\n",
|
|
"90/90 [==============================] - 0s 897us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 481/1024\n",
|
|
"90/90 [==============================] - 0s 947us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 482/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 483/1024\n",
|
|
"90/90 [==============================] - 0s 1000us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 484/1024\n",
|
|
"90/90 [==============================] - 0s 940us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 485/1024\n",
|
|
"90/90 [==============================] - 0s 929us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 486/1024\n",
|
|
"90/90 [==============================] - 0s 931us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 487/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 488/1024\n",
|
|
"90/90 [==============================] - 0s 968us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 489/1024\n",
|
|
"90/90 [==============================] - 0s 903us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 490/1024\n",
|
|
"90/90 [==============================] - 0s 932us/step - loss: 0.0028 - val_loss: 0.0026 - lr: 6.1035e-07\n",
|
|
"Epoch 491/1024\n",
|
|
"90/90 [==============================] - 0s 936us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 492/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 493/1024\n",
|
|
"90/90 [==============================] - 0s 962us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 494/1024\n",
|
|
"90/90 [==============================] - 0s 984us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 495/1024\n",
|
|
"90/90 [==============================] - 0s 948us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 6.1035e-07\n",
|
|
"Epoch 496/1024\n",
|
|
"90/90 [==============================] - 0s 943us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 497/1024\n",
|
|
"90/90 [==============================] - 0s 953us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 498/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 499/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 500/1024\n",
|
|
"90/90 [==============================] - 0s 904us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 501/1024\n",
|
|
"90/90 [==============================] - 0s 980us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 502/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 503/1024\n",
|
|
"90/90 [==============================] - 0s 890us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 504/1024\n",
|
|
"90/90 [==============================] - 0s 904us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 505/1024\n",
|
|
"90/90 [==============================] - 0s 905us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 506/1024\n",
|
|
"90/90 [==============================] - 0s 911us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 507/1024\n",
|
|
"90/90 [==============================] - 0s 902us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 508/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 509/1024\n",
|
|
"90/90 [==============================] - 0s 966us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 510/1024\n",
|
|
"90/90 [==============================] - 0s 882us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 511/1024\n",
|
|
"90/90 [==============================] - 0s 880us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 512/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 513/1024\n",
|
|
"90/90 [==============================] - 0s 898us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 514/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 515/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 516/1024\n",
|
|
"90/90 [==============================] - 0s 938us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 517/1024\n",
|
|
"90/90 [==============================] - 0s 961us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 518/1024\n",
|
|
"90/90 [==============================] - 0s 905us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 519/1024\n",
|
|
"90/90 [==============================] - 0s 964us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 520/1024\n",
|
|
"90/90 [==============================] - 0s 973us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.0518e-07\n",
|
|
"Epoch 521/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 522/1024\n",
|
|
"90/90 [==============================] - 0s 906us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 523/1024\n",
|
|
"90/90 [==============================] - 0s 976us/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 524/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 525/1024\n",
|
|
"90/90 [==============================] - 0s 937us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 526/1024\n",
|
|
"90/90 [==============================] - 0s 931us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 527/1024\n",
|
|
"90/90 [==============================] - 0s 917us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 528/1024\n",
|
|
"90/90 [==============================] - 0s 964us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 529/1024\n",
|
|
"90/90 [==============================] - 0s 991us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 530/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 531/1024\n",
|
|
"90/90 [==============================] - 0s 989us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 532/1024\n",
|
|
"90/90 [==============================] - 0s 970us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 533/1024\n",
|
|
"90/90 [==============================] - 0s 991us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 534/1024\n",
|
|
"90/90 [==============================] - 0s 919us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 535/1024\n",
|
|
"90/90 [==============================] - 0s 948us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 536/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 537/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 538/1024\n",
|
|
"90/90 [==============================] - 0s 929us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 539/1024\n",
|
|
"90/90 [==============================] - 0s 984us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 540/1024\n",
|
|
"90/90 [==============================] - 0s 938us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 541/1024\n",
|
|
"90/90 [==============================] - 0s 941us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 542/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 543/1024\n",
|
|
"90/90 [==============================] - 0s 972us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 544/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 545/1024\n",
|
|
"90/90 [==============================] - 0s 940us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.5259e-07\n",
|
|
"Epoch 546/1024\n",
|
|
"90/90 [==============================] - 0s 947us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 547/1024\n",
|
|
"90/90 [==============================] - 0s 974us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 548/1024\n",
|
|
"90/90 [==============================] - 0s 977us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 549/1024\n",
|
|
"90/90 [==============================] - 0s 991us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 550/1024\n",
|
|
"90/90 [==============================] - 0s 983us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 551/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 552/1024\n",
|
|
"90/90 [==============================] - 0s 977us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 553/1024\n",
|
|
"90/90 [==============================] - 0s 970us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 554/1024\n",
|
|
"90/90 [==============================] - 0s 974us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 555/1024\n",
|
|
"90/90 [==============================] - 0s 998us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 556/1024\n",
|
|
"90/90 [==============================] - 0s 940us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 557/1024\n",
|
|
"90/90 [==============================] - 0s 964us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 558/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 559/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 560/1024\n",
|
|
"90/90 [==============================] - 0s 934us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 561/1024\n",
|
|
"90/90 [==============================] - 0s 923us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 562/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 563/1024\n",
|
|
"90/90 [==============================] - 0s 933us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 564/1024\n",
|
|
"90/90 [==============================] - 0s 957us/step - loss: 0.0026 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 565/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 566/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 567/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 568/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 569/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 570/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.6294e-08\n",
|
|
"Epoch 571/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 572/1024\n",
|
|
"90/90 [==============================] - 0s 993us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 573/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 574/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 575/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 576/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 577/1024\n",
|
|
"90/90 [==============================] - 0s 999us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 578/1024\n",
|
|
"90/90 [==============================] - 0s 935us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 579/1024\n",
|
|
"90/90 [==============================] - 0s 943us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 580/1024\n",
|
|
"90/90 [==============================] - 0s 910us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 581/1024\n",
|
|
"90/90 [==============================] - 0s 937us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 582/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0026 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 583/1024\n",
|
|
"90/90 [==============================] - 0s 3ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 584/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 585/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 586/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 587/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 588/1024\n",
|
|
"90/90 [==============================] - 0s 950us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 589/1024\n",
|
|
"90/90 [==============================] - 0s 939us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 590/1024\n",
|
|
"90/90 [==============================] - 0s 917us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 591/1024\n",
|
|
"90/90 [==============================] - 0s 916us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 592/1024\n",
|
|
"90/90 [==============================] - 0s 939us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 593/1024\n",
|
|
"90/90 [==============================] - 0s 924us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 594/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 595/1024\n",
|
|
"90/90 [==============================] - 0s 992us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.8147e-08\n",
|
|
"Epoch 596/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 597/1024\n",
|
|
"90/90 [==============================] - 0s 925us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 598/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 599/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 600/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 601/1024\n",
|
|
"90/90 [==============================] - 0s 908us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 602/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 603/1024\n",
|
|
"90/90 [==============================] - 0s 910us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 604/1024\n",
|
|
"90/90 [==============================] - 0s 932us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 605/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 606/1024\n",
|
|
"90/90 [==============================] - 0s 925us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 607/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 608/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 609/1024\n",
|
|
"90/90 [==============================] - 0s 887us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 610/1024\n",
|
|
"90/90 [==============================] - 0s 951us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 611/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 612/1024\n",
|
|
"90/90 [==============================] - 0s 899us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 613/1024\n",
|
|
"90/90 [==============================] - 0s 916us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 614/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 615/1024\n",
|
|
"90/90 [==============================] - 0s 912us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 616/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 617/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 618/1024\n",
|
|
"90/90 [==============================] - 0s 933us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 619/1024\n",
|
|
"90/90 [==============================] - 0s 966us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 620/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.9073e-08\n",
|
|
"Epoch 621/1024\n",
|
|
"90/90 [==============================] - 0s 920us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 622/1024\n",
|
|
"90/90 [==============================] - 0s 923us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 623/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 624/1024\n",
|
|
"90/90 [==============================] - 0s 932us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 625/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 626/1024\n",
|
|
"90/90 [==============================] - 0s 983us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 627/1024\n",
|
|
"90/90 [==============================] - 0s 948us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 628/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 629/1024\n",
|
|
"90/90 [==============================] - 0s 933us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 630/1024\n",
|
|
"90/90 [==============================] - 0s 916us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 631/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 632/1024\n",
|
|
"90/90 [==============================] - 0s 989us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 633/1024\n",
|
|
"90/90 [==============================] - 0s 977us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 634/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 635/1024\n",
|
|
"90/90 [==============================] - 0s 931us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 636/1024\n",
|
|
"90/90 [==============================] - 0s 929us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 637/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 638/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 639/1024\n",
|
|
"90/90 [==============================] - 0s 963us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 640/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 641/1024\n",
|
|
"90/90 [==============================] - 0s 933us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 642/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 643/1024\n",
|
|
"90/90 [==============================] - 0s 905us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 644/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 645/1024\n",
|
|
"90/90 [==============================] - 0s 936us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.5367e-09\n",
|
|
"Epoch 646/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 647/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 648/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 649/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 650/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 651/1024\n",
|
|
"90/90 [==============================] - 0s 917us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 652/1024\n",
|
|
"90/90 [==============================] - 0s 900us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 653/1024\n",
|
|
"90/90 [==============================] - 0s 910us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 654/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 655/1024\n",
|
|
"90/90 [==============================] - 0s 979us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 656/1024\n",
|
|
"90/90 [==============================] - 0s 985us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 657/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 658/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 659/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 660/1024\n",
|
|
"90/90 [==============================] - 0s 913us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 661/1024\n",
|
|
"90/90 [==============================] - 0s 997us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 662/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 663/1024\n",
|
|
"90/90 [==============================] - 0s 907us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 664/1024\n",
|
|
"90/90 [==============================] - 0s 913us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 665/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 666/1024\n",
|
|
"90/90 [==============================] - 0s 925us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 667/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 668/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 669/1024\n",
|
|
"90/90 [==============================] - 0s 902us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 670/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.7684e-09\n",
|
|
"Epoch 671/1024\n",
|
|
"90/90 [==============================] - 0s 908us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 672/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 673/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 674/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 675/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 676/1024\n",
|
|
"90/90 [==============================] - 0s 957us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 677/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 678/1024\n",
|
|
"90/90 [==============================] - 0s 979us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 679/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 680/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 681/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 682/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 683/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 684/1024\n",
|
|
"90/90 [==============================] - 0s 924us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 685/1024\n",
|
|
"90/90 [==============================] - 0s 911us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 686/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 687/1024\n",
|
|
"90/90 [==============================] - 0s 942us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 688/1024\n",
|
|
"90/90 [==============================] - 0s 923us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 689/1024\n",
|
|
"90/90 [==============================] - 0s 912us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 690/1024\n",
|
|
"90/90 [==============================] - 0s 923us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 691/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 692/1024\n",
|
|
"90/90 [==============================] - 0s 912us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 693/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 694/1024\n",
|
|
"90/90 [==============================] - 0s 913us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 695/1024\n",
|
|
"90/90 [==============================] - 0s 919us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3842e-09\n",
|
|
"Epoch 696/1024\n",
|
|
"90/90 [==============================] - 0s 909us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 697/1024\n",
|
|
"90/90 [==============================] - 0s 936us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 698/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 699/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 700/1024\n",
|
|
"90/90 [==============================] - 0s 944us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 701/1024\n",
|
|
"90/90 [==============================] - 0s 947us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 702/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 703/1024\n",
|
|
"90/90 [==============================] - 0s 911us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 704/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 705/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 706/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 707/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 708/1024\n",
|
|
"90/90 [==============================] - 0s 936us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 709/1024\n",
|
|
"90/90 [==============================] - 0s 935us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 710/1024\n",
|
|
"90/90 [==============================] - 0s 933us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 711/1024\n",
|
|
"90/90 [==============================] - 0s 934us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 712/1024\n",
|
|
"90/90 [==============================] - 0s 933us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 713/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 714/1024\n",
|
|
"90/90 [==============================] - 0s 937us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 715/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 716/1024\n",
|
|
"90/90 [==============================] - 0s 912us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 717/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 718/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 719/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 720/1024\n",
|
|
"90/90 [==============================] - 0s 994us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1921e-09\n",
|
|
"Epoch 721/1024\n",
|
|
"90/90 [==============================] - 0s 971us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 722/1024\n",
|
|
"90/90 [==============================] - 0s 951us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 723/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 724/1024\n",
|
|
"90/90 [==============================] - 0s 964us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 725/1024\n",
|
|
"90/90 [==============================] - 0s 988us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 726/1024\n",
|
|
"90/90 [==============================] - 0s 911us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 727/1024\n",
|
|
"90/90 [==============================] - 0s 937us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 728/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 729/1024\n",
|
|
"90/90 [==============================] - 0s 984us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 730/1024\n",
|
|
"90/90 [==============================] - 0s 935us/step - loss: 0.0026 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 731/1024\n",
|
|
"90/90 [==============================] - 0s 925us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 732/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 733/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 734/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 735/1024\n",
|
|
"90/90 [==============================] - 0s 935us/step - loss: 0.0026 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 736/1024\n",
|
|
"90/90 [==============================] - 0s 951us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 737/1024\n",
|
|
"90/90 [==============================] - 0s 997us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 738/1024\n",
|
|
"90/90 [==============================] - 0s 949us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 739/1024\n",
|
|
"90/90 [==============================] - 0s 977us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 740/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 741/1024\n",
|
|
"90/90 [==============================] - 0s 935us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 742/1024\n",
|
|
"90/90 [==============================] - 0s 920us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 743/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 744/1024\n",
|
|
"90/90 [==============================] - 0s 942us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 745/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.9605e-10\n",
|
|
"Epoch 746/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 747/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 748/1024\n",
|
|
"90/90 [==============================] - 0s 931us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 749/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 750/1024\n",
|
|
"90/90 [==============================] - 0s 987us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 751/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 752/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 753/1024\n",
|
|
"90/90 [==============================] - 0s 969us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 754/1024\n",
|
|
"90/90 [==============================] - 0s 910us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 755/1024\n",
|
|
"90/90 [==============================] - 0s 940us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 756/1024\n",
|
|
"90/90 [==============================] - 0s 943us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 757/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 758/1024\n",
|
|
"90/90 [==============================] - 0s 919us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 759/1024\n",
|
|
"90/90 [==============================] - 0s 919us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 760/1024\n",
|
|
"90/90 [==============================] - 0s 910us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 761/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 762/1024\n",
|
|
"90/90 [==============================] - 0s 995us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 763/1024\n",
|
|
"90/90 [==============================] - 0s 903us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 764/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0026 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 765/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 766/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 767/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 768/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 769/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 770/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9802e-10\n",
|
|
"Epoch 771/1024\n",
|
|
"90/90 [==============================] - 0s 906us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 772/1024\n",
|
|
"90/90 [==============================] - 0s 936us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 773/1024\n",
|
|
"90/90 [==============================] - 0s 940us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 774/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 775/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 776/1024\n",
|
|
"90/90 [==============================] - 0s 909us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 777/1024\n",
|
|
"90/90 [==============================] - 0s 949us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 778/1024\n",
|
|
"90/90 [==============================] - 0s 917us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 779/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 780/1024\n",
|
|
"90/90 [==============================] - 0s 948us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 781/1024\n",
|
|
"90/90 [==============================] - 0s 908us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 782/1024\n",
|
|
"90/90 [==============================] - 0s 903us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 783/1024\n",
|
|
"90/90 [==============================] - 0s 905us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
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"Epoch 784/1024\n",
|
|
"90/90 [==============================] - 0s 935us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 785/1024\n",
|
|
"90/90 [==============================] - 0s 969us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 786/1024\n",
|
|
"90/90 [==============================] - 0s 990us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
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"Epoch 787/1024\n",
|
|
"90/90 [==============================] - 0s 904us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 788/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 789/1024\n",
|
|
"90/90 [==============================] - 0s 906us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 790/1024\n",
|
|
"90/90 [==============================] - 0s 917us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 791/1024\n",
|
|
"90/90 [==============================] - 0s 932us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 792/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 793/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 794/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 795/1024\n",
|
|
"90/90 [==============================] - 0s 941us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4901e-10\n",
|
|
"Epoch 796/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 797/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 798/1024\n",
|
|
"90/90 [==============================] - 0s 917us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 799/1024\n",
|
|
"90/90 [==============================] - 0s 917us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 800/1024\n",
|
|
"90/90 [==============================] - 0s 916us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 801/1024\n",
|
|
"90/90 [==============================] - 0s 941us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 802/1024\n",
|
|
"90/90 [==============================] - 0s 928us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 803/1024\n",
|
|
"90/90 [==============================] - 0s 938us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 804/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 805/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 806/1024\n",
|
|
"90/90 [==============================] - 0s 917us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 807/1024\n",
|
|
"90/90 [==============================] - 0s 905us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 808/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 809/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 810/1024\n",
|
|
"90/90 [==============================] - 0s 920us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 811/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 812/1024\n",
|
|
"90/90 [==============================] - 0s 929us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 813/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 814/1024\n",
|
|
"90/90 [==============================] - 0s 975us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 815/1024\n",
|
|
"90/90 [==============================] - 0s 984us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 816/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 817/1024\n",
|
|
"90/90 [==============================] - 0s 986us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 818/1024\n",
|
|
"90/90 [==============================] - 0s 992us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 819/1024\n",
|
|
"90/90 [==============================] - 0s 919us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 820/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 7.4506e-11\n",
|
|
"Epoch 821/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 822/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 823/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 824/1024\n",
|
|
"90/90 [==============================] - 0s 942us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 825/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 826/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 827/1024\n",
|
|
"90/90 [==============================] - 0s 956us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 828/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 829/1024\n",
|
|
"90/90 [==============================] - 0s 993us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 830/1024\n",
|
|
"90/90 [==============================] - 0s 999us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 831/1024\n",
|
|
"90/90 [==============================] - 0s 957us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 832/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 833/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 834/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 835/1024\n",
|
|
"90/90 [==============================] - 0s 954us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 836/1024\n",
|
|
"90/90 [==============================] - 0s 960us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 837/1024\n",
|
|
"90/90 [==============================] - 0s 950us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 838/1024\n",
|
|
"90/90 [==============================] - 0s 946us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 839/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 840/1024\n",
|
|
"90/90 [==============================] - 0s 929us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 841/1024\n",
|
|
"90/90 [==============================] - 0s 942us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 842/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 843/1024\n",
|
|
"90/90 [==============================] - 0s 924us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 844/1024\n",
|
|
"90/90 [==============================] - 0s 929us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 845/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 3.7253e-11\n",
|
|
"Epoch 846/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 847/1024\n",
|
|
"90/90 [==============================] - 0s 961us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 848/1024\n",
|
|
"90/90 [==============================] - 0s 934us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 849/1024\n",
|
|
"90/90 [==============================] - 0s 920us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 850/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 851/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 852/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 853/1024\n",
|
|
"90/90 [==============================] - 0s 924us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 854/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 855/1024\n",
|
|
"90/90 [==============================] - 0s 916us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 856/1024\n",
|
|
"90/90 [==============================] - 0s 919us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 857/1024\n",
|
|
"90/90 [==============================] - 0s 956us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 858/1024\n",
|
|
"90/90 [==============================] - 0s 897us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 859/1024\n",
|
|
"90/90 [==============================] - 0s 922us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 860/1024\n",
|
|
"90/90 [==============================] - 0s 961us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 861/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 862/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 863/1024\n",
|
|
"90/90 [==============================] - 0s 961us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 864/1024\n",
|
|
"90/90 [==============================] - 0s 905us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 865/1024\n",
|
|
"90/90 [==============================] - 0s 965us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 866/1024\n",
|
|
"90/90 [==============================] - 0s 978us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 867/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 868/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 869/1024\n",
|
|
"90/90 [==============================] - 0s 949us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 870/1024\n",
|
|
"90/90 [==============================] - 0s 934us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.8626e-11\n",
|
|
"Epoch 871/1024\n",
|
|
"90/90 [==============================] - 0s 978us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 872/1024\n",
|
|
"90/90 [==============================] - 0s 912us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 873/1024\n",
|
|
"90/90 [==============================] - 0s 917us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 874/1024\n",
|
|
"90/90 [==============================] - 0s 899us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 875/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 876/1024\n",
|
|
"90/90 [==============================] - 0s 934us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 877/1024\n",
|
|
"90/90 [==============================] - 0s 916us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 878/1024\n",
|
|
"90/90 [==============================] - 0s 908us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 879/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 880/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 881/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0026 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 882/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 883/1024\n",
|
|
"90/90 [==============================] - 0s 912us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 884/1024\n",
|
|
"90/90 [==============================] - 0s 907us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 885/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 886/1024\n",
|
|
"90/90 [==============================] - 0s 966us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 887/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 888/1024\n",
|
|
"90/90 [==============================] - 0s 917us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 889/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 890/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 891/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 892/1024\n",
|
|
"90/90 [==============================] - 0s 924us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 893/1024\n",
|
|
"90/90 [==============================] - 0s 980us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 894/1024\n",
|
|
"90/90 [==============================] - 0s 936us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 895/1024\n",
|
|
"90/90 [==============================] - 0s 932us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 9.3132e-12\n",
|
|
"Epoch 896/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 897/1024\n",
|
|
"90/90 [==============================] - 0s 987us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 898/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 899/1024\n",
|
|
"90/90 [==============================] - 0s 937us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 900/1024\n",
|
|
"90/90 [==============================] - 0s 933us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 901/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 902/1024\n",
|
|
"90/90 [==============================] - 0s 935us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 903/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 904/1024\n",
|
|
"90/90 [==============================] - 0s 957us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 905/1024\n",
|
|
"90/90 [==============================] - 0s 982us/step - loss: 0.0026 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 906/1024\n",
|
|
"90/90 [==============================] - 0s 961us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 907/1024\n",
|
|
"90/90 [==============================] - 0s 919us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 908/1024\n",
|
|
"90/90 [==============================] - 0s 931us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 909/1024\n",
|
|
"90/90 [==============================] - 0s 913us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 910/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 911/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 912/1024\n",
|
|
"90/90 [==============================] - 0s 938us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 913/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 914/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 915/1024\n",
|
|
"90/90 [==============================] - 0s 906us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 916/1024\n",
|
|
"90/90 [==============================] - 0s 948us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 917/1024\n",
|
|
"90/90 [==============================] - 0s 927us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 918/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 919/1024\n",
|
|
"90/90 [==============================] - 0s 938us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 920/1024\n",
|
|
"90/90 [==============================] - 0s 917us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 4.6566e-12\n",
|
|
"Epoch 921/1024\n",
|
|
"90/90 [==============================] - 0s 944us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 922/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 923/1024\n",
|
|
"90/90 [==============================] - 0s 903us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 924/1024\n",
|
|
"90/90 [==============================] - 0s 939us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 925/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 926/1024\n",
|
|
"90/90 [==============================] - 0s 923us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 927/1024\n",
|
|
"90/90 [==============================] - 0s 925us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 928/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 929/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 930/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 931/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 932/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 933/1024\n",
|
|
"90/90 [==============================] - 0s 920us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 934/1024\n",
|
|
"90/90 [==============================] - 0s 923us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 935/1024\n",
|
|
"90/90 [==============================] - 0s 942us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 936/1024\n",
|
|
"90/90 [==============================] - 0s 970us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 937/1024\n",
|
|
"90/90 [==============================] - 0s 950us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 938/1024\n",
|
|
"90/90 [==============================] - 0s 924us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 939/1024\n",
|
|
"90/90 [==============================] - 0s 972us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 940/1024\n",
|
|
"90/90 [==============================] - 0s 949us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 941/1024\n",
|
|
"90/90 [==============================] - 0s 929us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 942/1024\n",
|
|
"90/90 [==============================] - 0s 937us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 943/1024\n",
|
|
"90/90 [==============================] - 0s 947us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 944/1024\n",
|
|
"90/90 [==============================] - 0s 919us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 945/1024\n",
|
|
"90/90 [==============================] - 0s 951us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.3283e-12\n",
|
|
"Epoch 946/1024\n",
|
|
"90/90 [==============================] - 0s 934us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 947/1024\n",
|
|
"90/90 [==============================] - 0s 930us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 948/1024\n",
|
|
"90/90 [==============================] - 0s 931us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 949/1024\n",
|
|
"90/90 [==============================] - 0s 931us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 950/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 951/1024\n",
|
|
"90/90 [==============================] - 0s 969us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 952/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 953/1024\n",
|
|
"90/90 [==============================] - 0s 962us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 954/1024\n",
|
|
"90/90 [==============================] - 0s 921us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 955/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 956/1024\n",
|
|
"90/90 [==============================] - 0s 4ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 957/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 958/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 959/1024\n",
|
|
"90/90 [==============================] - 0s 988us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 960/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 961/1024\n",
|
|
"90/90 [==============================] - 0s 907us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 962/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 963/1024\n",
|
|
"90/90 [==============================] - 0s 996us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 964/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 965/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 966/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 967/1024\n",
|
|
"90/90 [==============================] - 0s 932us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 968/1024\n",
|
|
"90/90 [==============================] - 0s 987us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 969/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0026 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 970/1024\n",
|
|
"90/90 [==============================] - 0s 941us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.1642e-12\n",
|
|
"Epoch 971/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 972/1024\n",
|
|
"90/90 [==============================] - 0s 942us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 973/1024\n",
|
|
"90/90 [==============================] - 0s 932us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 974/1024\n",
|
|
"90/90 [==============================] - 0s 941us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 975/1024\n",
|
|
"90/90 [==============================] - 0s 961us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 976/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 977/1024\n",
|
|
"90/90 [==============================] - 0s 900us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 978/1024\n",
|
|
"90/90 [==============================] - 0s 911us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 979/1024\n",
|
|
"90/90 [==============================] - 0s 923us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 980/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 981/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 982/1024\n",
|
|
"90/90 [==============================] - 0s 931us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 983/1024\n",
|
|
"90/90 [==============================] - 0s 953us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 984/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 985/1024\n",
|
|
"90/90 [==============================] - 0s 919us/step - loss: 0.0026 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 986/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 987/1024\n",
|
|
"90/90 [==============================] - 0s 946us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 988/1024\n",
|
|
"90/90 [==============================] - 0s 933us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 989/1024\n",
|
|
"90/90 [==============================] - 0s 915us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 990/1024\n",
|
|
"90/90 [==============================] - 0s 945us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 991/1024\n",
|
|
"90/90 [==============================] - 0s 933us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 992/1024\n",
|
|
"90/90 [==============================] - 0s 926us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 993/1024\n",
|
|
"90/90 [==============================] - 0s 918us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 994/1024\n",
|
|
"90/90 [==============================] - 0s 924us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 995/1024\n",
|
|
"90/90 [==============================] - 0s 939us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 5.8208e-13\n",
|
|
"Epoch 996/1024\n",
|
|
"90/90 [==============================] - 0s 929us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 997/1024\n",
|
|
"90/90 [==============================] - 0s 923us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 998/1024\n",
|
|
"90/90 [==============================] - 0s 950us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 999/1024\n",
|
|
"90/90 [==============================] - 0s 903us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1000/1024\n",
|
|
"90/90 [==============================] - 0s 938us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1001/1024\n",
|
|
"90/90 [==============================] - 0s 952us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1002/1024\n",
|
|
"90/90 [==============================] - 0s 983us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1003/1024\n",
|
|
"90/90 [==============================] - 0s 962us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1004/1024\n",
|
|
"90/90 [==============================] - 0s 942us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1005/1024\n",
|
|
"90/90 [==============================] - 0s 916us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1006/1024\n",
|
|
"90/90 [==============================] - 0s 906us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1007/1024\n",
|
|
"90/90 [==============================] - 0s 913us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1008/1024\n",
|
|
"90/90 [==============================] - 0s 995us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1009/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1010/1024\n",
|
|
"90/90 [==============================] - 0s 976us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1011/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1012/1024\n",
|
|
"90/90 [==============================] - 0s 984us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1013/1024\n",
|
|
"90/90 [==============================] - 0s 965us/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1014/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1015/1024\n",
|
|
"90/90 [==============================] - 0s 914us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1016/1024\n",
|
|
"90/90 [==============================] - 0s 919us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1017/1024\n",
|
|
"90/90 [==============================] - 0s 937us/step - loss: 0.0029 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1018/1024\n",
|
|
"90/90 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1019/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1020/1024\n",
|
|
"90/90 [==============================] - 0s 954us/step - loss: 0.0027 - val_loss: 0.0025 - lr: 2.9104e-13\n",
|
|
"Epoch 1021/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1022/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1023/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4552e-13\n",
|
|
"Epoch 1024/1024\n",
|
|
"90/90 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0025 - lr: 1.4552e-13\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)\n",
|
|
"history_shortcut_5 = shortcut5.fit(x_train, y_train, x_val, y_val, epoch=epoch, batch_size=batch_size)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"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, 0.255), 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\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"pycharm": {
|
|
"name": "#%%\n"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"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
|
|
} |