4101 lines
219 KiB
Plaintext
4101 lines
219 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "6b84fefd-5936-4da4-ab6b-5b944329ad1d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import os"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"id": "9cf130e3-62ef-46e0-bbdc-b13d9d29318d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"from sklearn.model_selection import train_test_split\n",
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"import matplotlib.pyplot as plt\n",
|
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"#新增加的两行\n",
|
||
"from pylab import mpl\n",
|
||
"# 设置显示中文字体\n",
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"mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
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"\n",
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||
"mpl.rcParams[\"axes.unicode_minus\"] = False"
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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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||
"id": "752381a5-0aeb-4c54-bc48-f9c3f8fc5d17",
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||
"metadata": {},
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||
"outputs": [],
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"source": [
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"data = pd.read_excel('./data/20240123/煤炭数据.xlsx', header=[1])\n",
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"data.drop(columns=data.columns[11:], inplace=True)"
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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": 5,
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||
"id": "04b177a7-2f02-4e23-8ea9-29f34cf3eafc",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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"object_cols = ['活化剂种类', '混合方式']\n",
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"data = pd.get_dummies(data, columns=object_cols)"
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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": 6,
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||
"id": "31169fbf-d78e-42f7-87f3-71ba3dd0979d",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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"out_cols = ['比表面积', '总孔体积', '微孔体积']\n",
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"feature_cols = [x for x in data.columns if x not in out_cols]"
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]
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||
},
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||
{
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||
"cell_type": "code",
|
||
"execution_count": 7,
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||
"id": "a40bee0f-011a-4edb-80f8-4e2f40e755fd",
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||
"metadata": {},
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||
"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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||
" vertical-align: middle;\n",
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||
" }\n",
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"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
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||
" }\n",
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||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
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||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
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" <th>灰分(d)</th>\n",
|
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" <th>挥发分(daf）</th>\n",
|
||
" <th>活化剂比例</th>\n",
|
||
" <th>活化温度</th>\n",
|
||
" <th>活化时间</th>\n",
|
||
" <th>升温速率</th>\n",
|
||
" <th>比表面积</th>\n",
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||
" <th>总孔体积</th>\n",
|
||
" <th>微孔体积</th>\n",
|
||
" <th>活化剂种类_KOH</th>\n",
|
||
" <th>混合方式_浸渍</th>\n",
|
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" <th>混合方式_研磨</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>11.25</td>\n",
|
||
" <td>17.06</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2784.0</td>\n",
|
||
" <td>1.0830</td>\n",
|
||
" <td>0.853</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>8.53</td>\n",
|
||
" <td>13.46</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2934.0</td>\n",
|
||
" <td>1.2290</td>\n",
|
||
" <td>1.074</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>18.08</td>\n",
|
||
" <td>13.85</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>3059.0</td>\n",
|
||
" <td>1.3044</td>\n",
|
||
" <td>1.011</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>11.42</td>\n",
|
||
" <td>12.31</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2365.0</td>\n",
|
||
" <td>0.8030</td>\n",
|
||
" <td>0.605</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>11.60</td>\n",
|
||
" <td>8.49</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2988.0</td>\n",
|
||
" <td>1.2820</td>\n",
|
||
" <td>0.944</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
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||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>153</th>\n",
|
||
" <td>4.18</td>\n",
|
||
" <td>9.77</td>\n",
|
||
" <td>1.5</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>1772.0</td>\n",
|
||
" <td>0.7383</td>\n",
|
||
" <td>0.660</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>154</th>\n",
|
||
" <td>4.18</td>\n",
|
||
" <td>9.77</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2382.0</td>\n",
|
||
" <td>1.0370</td>\n",
|
||
" <td>0.899</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>155</th>\n",
|
||
" <td>4.18</td>\n",
|
||
" <td>9.77</td>\n",
|
||
" <td>2.5</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>2996.0</td>\n",
|
||
" <td>1.3520</td>\n",
|
||
" <td>1.162</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>156</th>\n",
|
||
" <td>4.18</td>\n",
|
||
" <td>9.77</td>\n",
|
||
" <td>3.0</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>3142.0</td>\n",
|
||
" <td>1.6080</td>\n",
|
||
" <td>1.204</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>157</th>\n",
|
||
" <td>4.18</td>\n",
|
||
" <td>9.77</td>\n",
|
||
" <td>3.5</td>\n",
|
||
" <td>800</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>5.0</td>\n",
|
||
" <td>3389.0</td>\n",
|
||
" <td>2.0410</td>\n",
|
||
" <td>1.022</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>158 rows × 12 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 灰分(d) 挥发分(daf） 活化剂比例 活化温度 活化时间 升温速率 比表面积 总孔体积 微孔体积 \\\n",
|
||
"0 11.25 17.06 3.0 800 1.0 5.0 2784.0 1.0830 0.853 \n",
|
||
"1 8.53 13.46 3.0 800 1.0 5.0 2934.0 1.2290 1.074 \n",
|
||
"2 18.08 13.85 3.0 800 1.0 5.0 3059.0 1.3044 1.011 \n",
|
||
"3 11.42 12.31 3.0 800 1.0 5.0 2365.0 0.8030 0.605 \n",
|
||
"4 11.60 8.49 3.0 800 1.0 5.0 2988.0 1.2820 0.944 \n",
|
||
".. ... ... ... ... ... ... ... ... ... \n",
|
||
"153 4.18 9.77 1.5 800 1.0 5.0 1772.0 0.7383 0.660 \n",
|
||
"154 4.18 9.77 2.0 800 1.0 5.0 2382.0 1.0370 0.899 \n",
|
||
"155 4.18 9.77 2.5 800 1.0 5.0 2996.0 1.3520 1.162 \n",
|
||
"156 4.18 9.77 3.0 800 1.0 5.0 3142.0 1.6080 1.204 \n",
|
||
"157 4.18 9.77 3.5 800 1.0 5.0 3389.0 2.0410 1.022 \n",
|
||
"\n",
|
||
" 活化剂种类_KOH 混合方式_浸渍 混合方式_研磨 \n",
|
||
"0 1 0 1 \n",
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||
"1 1 0 1 \n",
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||
"2 1 0 1 \n",
|
||
"3 1 0 1 \n",
|
||
"4 1 0 1 \n",
|
||
".. ... ... ... \n",
|
||
"153 1 0 1 \n",
|
||
"154 1 0 1 \n",
|
||
"155 1 0 1 \n",
|
||
"156 1 0 1 \n",
|
||
"157 1 0 1 \n",
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||
"\n",
|
||
"[158 rows x 12 columns]"
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||
]
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||
},
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||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"train_data = data.dropna(subset=out_cols).ffill().reset_index(drop=True)\n",
|
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"train_data"
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||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
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||
"id": "7424096a-1283-46aa-a5a8-909ad3d60d9b",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import seaborn as sns"
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||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
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||
"id": "c7b2cb8d-18bb-489a-af0c-29d80c719aa4",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"train_data['比表面积'] = np.log1p(train_data['比表面积'])"
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||
]
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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
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||
"id": "535d37b6-b9de-4025-ac8f-62f5bdbe2451",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"2024-04-08 11:13:19.810980: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudart.so.11.0\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import tensorflow as tf\n",
|
||
"import keras\n",
|
||
"from keras import layers\n",
|
||
"import keras.backend as K"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "1c85d462-f248-4ffb-908f-eb4b20eab179",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"class TransformerBlock(layers.Layer):\n",
|
||
" def __init__(self, embed_dim, num_heads, ff_dim, name, rate=0.1):\n",
|
||
" super().__init__()\n",
|
||
" self.att = layers.MultiHeadAttention(num_heads=num_heads, key_dim=embed_dim, name=name)\n",
|
||
" self.ffn = keras.Sequential(\n",
|
||
" [layers.Dense(ff_dim, activation=\"relu\"), layers.Dense(embed_dim),]\n",
|
||
" )\n",
|
||
" self.layernorm1 = layers.LayerNormalization(epsilon=1e-6)\n",
|
||
" self.layernorm2 = layers.LayerNormalization(epsilon=1e-6)\n",
|
||
" self.dropout1 = layers.Dropout(rate)\n",
|
||
" self.dropout2 = layers.Dropout(rate)\n",
|
||
"\n",
|
||
" def call(self, inputs, training):\n",
|
||
" attn_output = self.att(inputs, inputs)\n",
|
||
" attn_output = self.dropout1(attn_output, training=training)\n",
|
||
" out1 = self.layernorm1(inputs + attn_output)\n",
|
||
" ffn_output = self.ffn(out1)\n",
|
||
" ffn_output = self.dropout2(ffn_output, training=training)\n",
|
||
" return self.layernorm2(out1 + ffn_output)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "790284a3-b9d3-4144-b481-38a7c3ecb4b9",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from keras import Model"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "cd9a1ca1-d0ca-4cb5-9ef5-fd5d63576cd2",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from keras.initializers import Constant"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "9bc02f29-0fb7-420d-99a8-435eadc06e29",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Custom loss layer\n",
|
||
"class CustomMultiLossLayer(layers.Layer):\n",
|
||
" def __init__(self, nb_outputs=2, **kwargs):\n",
|
||
" self.nb_outputs = nb_outputs\n",
|
||
" self.is_placeholder = True\n",
|
||
" super(CustomMultiLossLayer, self).__init__(**kwargs)\n",
|
||
" \n",
|
||
" def build(self, input_shape=None):\n",
|
||
" # initialise log_vars\n",
|
||
" self.log_vars = []\n",
|
||
" for i in range(self.nb_outputs):\n",
|
||
" self.log_vars += [self.add_weight(name='log_var' + str(i), shape=(1,),\n",
|
||
" initializer=tf.initializers.he_normal(), trainable=True)]\n",
|
||
" super(CustomMultiLossLayer, self).build(input_shape)\n",
|
||
"\n",
|
||
" def multi_loss(self, ys_true, ys_pred):\n",
|
||
" assert len(ys_true) == self.nb_outputs and len(ys_pred) == self.nb_outputs\n",
|
||
" loss = 0\n",
|
||
" for y_true, y_pred, log_var in zip(ys_true, ys_pred, self.log_vars):\n",
|
||
" mse = (y_true - y_pred) ** 2.\n",
|
||
" pre = K.exp(-log_var[0])\n",
|
||
" loss += tf.abs(tf.reduce_logsumexp(pre * mse + log_var[0], axis=-1))\n",
|
||
" return K.mean(loss)\n",
|
||
"\n",
|
||
" def call(self, inputs):\n",
|
||
" ys_true = inputs[:self.nb_outputs]\n",
|
||
" ys_pred = inputs[self.nb_outputs:]\n",
|
||
" loss = self.multi_loss(ys_true, ys_pred)\n",
|
||
" self.add_loss(loss, inputs=inputs)\n",
|
||
" # We won't actually use the output.\n",
|
||
" return K.concatenate(inputs, -1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "a190207e-5a59-4813-9660-758760cf1b73",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"num_heads, ff_dim = 3, 12"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "80f32155-e71f-4615-8d0c-01dfd04988fe",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def get_prediction_model():\n",
|
||
" def build_output(out, out_name):\n",
|
||
" # self_block = TransformerBlock(64, num_heads, ff_dim, name=f'{out_name}_attn')\n",
|
||
" # out = self_block(out)\n",
|
||
" # out = layers.GlobalAveragePooling1D()(out)\n",
|
||
" # out = layers.Dropout(0.1)(out)\n",
|
||
" out = layers.Dense(32, activation=\"relu\")(out)\n",
|
||
" return out\n",
|
||
" inputs = layers.Input(shape=(1,len(feature_cols)), name='input')\n",
|
||
" x = layers.Conv1D(filters=64, kernel_size=1, activation='relu')(inputs)\n",
|
||
" x = layers.Dropout(rate=0.1)(x)\n",
|
||
" lstm_out = layers.Bidirectional(layers.LSTM(units=64, return_sequences=True))(x)\n",
|
||
" out = layers.Dense(128, activation='relu')(lstm_out)\n",
|
||
" transformer_block = TransformerBlock(128, num_heads, ff_dim, name='first_attn')\n",
|
||
" out = transformer_block(lstm_out)\n",
|
||
" out = layers.GlobalAveragePooling1D()(out)\n",
|
||
" out = layers.Dropout(0.1)(out)\n",
|
||
" out = layers.Dense(64, activation='relu')(out)\n",
|
||
" # out = K.expand_dims(out, axis=1)\n",
|
||
"\n",
|
||
" bet = build_output(out, 'bet')\n",
|
||
" mesco = build_output(out, 'mesco')\n",
|
||
" micro = build_output(out, 'micro')\n",
|
||
"\n",
|
||
" bet = layers.Dense(1, activation='sigmoid', name='bet2')(bet)\n",
|
||
" mesco = layers.Dense(1, activation='sigmoid', name='mesco2')(mesco)\n",
|
||
" micro = layers.Dense(1, activation='sigmoid', name='micro2')(micro)\n",
|
||
"\n",
|
||
" model = Model(inputs=[inputs], outputs=[bet, mesco, micro])\n",
|
||
" return model\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "264001b1-5e4a-4786-96fd-2b5c70ab3212",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def get_trainable_model(prediction_model):\n",
|
||
" inputs = layers.Input(shape=(1,len(feature_cols)), name='input')\n",
|
||
" bet, mesco, micro = prediction_model(inputs)\n",
|
||
" bet_real = layers.Input(shape=(1,), name='bet_real')\n",
|
||
" mesco_real = layers.Input(shape=(1,), name='mesco_real')\n",
|
||
" micro_real = layers.Input(shape=(1,), name='micro_real')\n",
|
||
" out = CustomMultiLossLayer(nb_outputs=3)([bet_real, mesco_real, micro_real, bet, mesco, micro])\n",
|
||
" return Model([inputs, bet_real, mesco_real, micro_real], out)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "1eebdab3-1f88-48a1-b5e0-bc8787528c1b",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"maxs = train_data.max()\n",
|
||
"mins = train_data.min()\n",
|
||
"for col in train_data.columns:\n",
|
||
" train_data[col] = train_data[col].astype(float)\n",
|
||
" if maxs[col] - mins[col] == 0:\n",
|
||
" continue\n",
|
||
" train_data[col] = (train_data[col] - mins[col]) / (maxs[col] - mins[col])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "7f27bd56-4f6b-4242-9f79-c7d6b3ee2f13",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>灰分(d)</th>\n",
|
||
" <th>挥发分(daf）</th>\n",
|
||
" <th>活化剂比例</th>\n",
|
||
" <th>活化温度</th>\n",
|
||
" <th>活化时间</th>\n",
|
||
" <th>升温速率</th>\n",
|
||
" <th>比表面积</th>\n",
|
||
" <th>总孔体积</th>\n",
|
||
" <th>微孔体积</th>\n",
|
||
" <th>活化剂种类_KOH</th>\n",
|
||
" <th>混合方式_浸渍</th>\n",
|
||
" <th>混合方式_研磨</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>0.265345</td>\n",
|
||
" <td>0.224627</td>\n",
|
||
" <td>0.491525</td>\n",
|
||
" <td>0.62963</td>\n",
|
||
" <td>0.142857</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.916251</td>\n",
|
||
" <td>0.371910</td>\n",
|
||
" <td>0.417894</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>0.201133</td>\n",
|
||
" <td>0.160752</td>\n",
|
||
" <td>0.491525</td>\n",
|
||
" <td>0.62963</td>\n",
|
||
" <td>0.142857</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.929645</td>\n",
|
||
" <td>0.426592</td>\n",
|
||
" <td>0.538462</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>0.426582</td>\n",
|
||
" <td>0.167672</td>\n",
|
||
" <td>0.491525</td>\n",
|
||
" <td>0.62963</td>\n",
|
||
" <td>0.142857</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.940237</td>\n",
|
||
" <td>0.454831</td>\n",
|
||
" <td>0.504092</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>0.269358</td>\n",
|
||
" <td>0.140348</td>\n",
|
||
" <td>0.491525</td>\n",
|
||
" <td>0.62963</td>\n",
|
||
" <td>0.142857</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.874116</td>\n",
|
||
" <td>0.267041</td>\n",
|
||
" <td>0.282597</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>0.273607</td>\n",
|
||
" <td>0.072569</td>\n",
|
||
" <td>0.491525</td>\n",
|
||
" <td>0.62963</td>\n",
|
||
" <td>0.142857</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.934281</td>\n",
|
||
" <td>0.446442</td>\n",
|
||
" <td>0.467540</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>153</th>\n",
|
||
" <td>0.098442</td>\n",
|
||
" <td>0.095280</td>\n",
|
||
" <td>0.237288</td>\n",
|
||
" <td>0.62963</td>\n",
|
||
" <td>0.142857</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.797597</td>\n",
|
||
" <td>0.242809</td>\n",
|
||
" <td>0.312602</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>154</th>\n",
|
||
" <td>0.098442</td>\n",
|
||
" <td>0.095280</td>\n",
|
||
" <td>0.322034</td>\n",
|
||
" <td>0.62963</td>\n",
|
||
" <td>0.142857</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.875983</td>\n",
|
||
" <td>0.354682</td>\n",
|
||
" <td>0.442990</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>155</th>\n",
|
||
" <td>0.098442</td>\n",
|
||
" <td>0.095280</td>\n",
|
||
" <td>0.406780</td>\n",
|
||
" <td>0.62963</td>\n",
|
||
" <td>0.142857</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.934960</td>\n",
|
||
" <td>0.472659</td>\n",
|
||
" <td>0.586470</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>156</th>\n",
|
||
" <td>0.098442</td>\n",
|
||
" <td>0.095280</td>\n",
|
||
" <td>0.491525</td>\n",
|
||
" <td>0.62963</td>\n",
|
||
" <td>0.142857</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.947009</td>\n",
|
||
" <td>0.568539</td>\n",
|
||
" <td>0.609384</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>157</th>\n",
|
||
" <td>0.098442</td>\n",
|
||
" <td>0.095280</td>\n",
|
||
" <td>0.576271</td>\n",
|
||
" <td>0.62963</td>\n",
|
||
" <td>0.142857</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.966042</td>\n",
|
||
" <td>0.730712</td>\n",
|
||
" <td>0.510093</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>158 rows × 12 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" 灰分(d) 挥发分(daf） 活化剂比例 活化温度 活化时间 升温速率 比表面积 \\\n",
|
||
"0 0.265345 0.224627 0.491525 0.62963 0.142857 0.0 0.916251 \n",
|
||
"1 0.201133 0.160752 0.491525 0.62963 0.142857 0.0 0.929645 \n",
|
||
"2 0.426582 0.167672 0.491525 0.62963 0.142857 0.0 0.940237 \n",
|
||
"3 0.269358 0.140348 0.491525 0.62963 0.142857 0.0 0.874116 \n",
|
||
"4 0.273607 0.072569 0.491525 0.62963 0.142857 0.0 0.934281 \n",
|
||
".. ... ... ... ... ... ... ... \n",
|
||
"153 0.098442 0.095280 0.237288 0.62963 0.142857 0.0 0.797597 \n",
|
||
"154 0.098442 0.095280 0.322034 0.62963 0.142857 0.0 0.875983 \n",
|
||
"155 0.098442 0.095280 0.406780 0.62963 0.142857 0.0 0.934960 \n",
|
||
"156 0.098442 0.095280 0.491525 0.62963 0.142857 0.0 0.947009 \n",
|
||
"157 0.098442 0.095280 0.576271 0.62963 0.142857 0.0 0.966042 \n",
|
||
"\n",
|
||
" 总孔体积 微孔体积 活化剂种类_KOH 混合方式_浸渍 混合方式_研磨 \n",
|
||
"0 0.371910 0.417894 1.0 0.0 1.0 \n",
|
||
"1 0.426592 0.538462 1.0 0.0 1.0 \n",
|
||
"2 0.454831 0.504092 1.0 0.0 1.0 \n",
|
||
"3 0.267041 0.282597 1.0 0.0 1.0 \n",
|
||
"4 0.446442 0.467540 1.0 0.0 1.0 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"153 0.242809 0.312602 1.0 0.0 1.0 \n",
|
||
"154 0.354682 0.442990 1.0 0.0 1.0 \n",
|
||
"155 0.472659 0.586470 1.0 0.0 1.0 \n",
|
||
"156 0.568539 0.609384 1.0 0.0 1.0 \n",
|
||
"157 0.730712 0.510093 1.0 0.0 1.0 \n",
|
||
"\n",
|
||
"[158 rows x 12 columns]"
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"train_data"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "baf45a3d-dc01-44fc-9f0b-456964ac2cdb",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# feature_cols = [x for x in train_data.columns if x not in out_cols and '第二次' not in x]\n",
|
||
"feature_cols = [x for x in train_data.columns if x not in out_cols]\n",
|
||
"use_cols = feature_cols + out_cols"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "f2d27538-d2bc-4202-b0cf-d3e0949b4686",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"use_data = train_data[use_cols].copy()\n",
|
||
"for col in use_cols:\n",
|
||
" use_data[col] = use_data[col].astype('float32')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "eeebafb2-1496-4248-9697-819d065f77b9",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.model_selection import KFold\n",
|
||
"kf = KFold(n_splits=10, shuffle=True, random_state=42)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"id": "ae7ddb36-2456-45b7-9580-447e1a13ae7f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from keras import optimizers"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"id": "be4ee01b-6e52-47cf-9d43-587334a30dae",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from keras.callbacks import ReduceLROnPlateau\n",
|
||
"reduce_lr = ReduceLROnPlateau(monitor='val_loss', patience=10, mode='auto')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"id": "42cb8083-d37b-41e8-b674-fc8f2789a1b9",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score, mean_absolute_percentage_error\n",
|
||
"def print_eva(y_true, y_pred, tp):\n",
|
||
" MSE = mean_squared_error(y_true, y_pred)\n",
|
||
" RMSE = np.sqrt(MSE)\n",
|
||
" MAE = mean_absolute_error(y_true, y_pred)\n",
|
||
" MAPE = mean_absolute_percentage_error(y_true, y_pred)\n",
|
||
" R_2 = r2_score(y_true, y_pred)\n",
|
||
" print(f\"COL: {tp}, MSE: {format(MSE, '.2E')}\", end=',')\n",
|
||
" print(f'RMSE: {round(RMSE, 4)}', end=',')\n",
|
||
" print(f'MAPE: {round(MAPE, 4) * 100} %', end=',')\n",
|
||
" print(f'MAE: {round(MAE, 4)}', end=',')\n",
|
||
" print(f'R_2: {round(R_2, 4)}')\n",
|
||
" return [MSE, RMSE, MAE, MAPE, R_2]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "7404a0c6-1325-4348-b0a4-25dae3067d78",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"2024-04-08 11:13:33.925432: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcuda.so.1\n",
|
||
"2024-04-08 11:13:33.947575: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1733] Found device 0 with properties: \n",
|
||
"pciBusID: 0000:9c:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0\n",
|
||
"coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.44GiB deviceMemoryBandwidth: 1.41TiB/s\n",
|
||
"2024-04-08 11:13:33.947605: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudart.so.11.0\n",
|
||
"2024-04-08 11:13:33.968875: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcublas.so.11\n",
|
||
"2024-04-08 11:13:33.968940: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcublasLt.so.11\n",
|
||
"2024-04-08 11:13:33.972012: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcufft.so.10\n",
|
||
"2024-04-08 11:13:33.972302: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcurand.so.10\n",
|
||
"2024-04-08 11:13:33.972899: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcusolver.so.11\n",
|
||
"2024-04-08 11:13:33.973713: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcusparse.so.11\n",
|
||
"2024-04-08 11:13:33.973880: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudnn.so.8\n",
|
||
"2024-04-08 11:13:33.976420: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1871] Adding visible gpu devices: 0\n",
|
||
"2024-04-08 11:13:33.976836: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n",
|
||
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
|
||
"2024-04-08 11:13:33.986546: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1733] Found device 0 with properties: \n",
|
||
"pciBusID: 0000:9c:00.0 name: NVIDIA A100-PCIE-40GB computeCapability: 8.0\n",
|
||
"coreClock: 1.41GHz coreCount: 108 deviceMemorySize: 39.44GiB deviceMemoryBandwidth: 1.41TiB/s\n",
|
||
"2024-04-08 11:13:33.989040: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1871] Adding visible gpu devices: 0\n",
|
||
"2024-04-08 11:13:33.989091: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudart.so.11.0\n",
|
||
"2024-04-08 11:13:34.622398: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1258] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
|
||
"2024-04-08 11:13:34.622417: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1264] 0 \n",
|
||
"2024-04-08 11:13:34.622422: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1277] 0: N \n",
|
||
"2024-04-08 11:13:34.626343: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1418] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 37675 MB memory) -> physical GPU (device: 0, name: NVIDIA A100-PCIE-40GB, pci bus id: 0000:9c:00.0, compute capability: 8.0)\n",
|
||
"2024-04-08 11:13:47.978373: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:176] None of the MLIR Optimization Passes are enabled (registered 2)\n",
|
||
"2024-04-08 11:13:47.994803: I tensorflow/core/platform/profile_utils/cpu_utils.cc:114] CPU Frequency: 2200000000 Hz\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Epoch 1/280\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"2024-04-08 11:14:01.812069: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudnn.so.8\n",
|
||
"2024-04-08 11:14:02.937519: I tensorflow/stream_executor/cuda/cuda_dnn.cc:359] Loaded cuDNN version 8700\n",
|
||
"2024-04-08 11:14:03.573600: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcublas.so.11\n",
|
||
"2024-04-08 11:14:03.574110: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcublasLt.so.11\n",
|
||
"2024-04-08 11:14:03.806121: I tensorflow/stream_executor/cuda/cuda_blas.cc:1838] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"15/15 [==============================] - 18s 101ms/step - loss: 6.0853 - val_loss: 6.0270\n",
|
||
"Epoch 2/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 6.0146 - val_loss: 5.9848\n",
|
||
"Epoch 3/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 5.9665 - val_loss: 5.9331\n",
|
||
"Epoch 4/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 5.9214 - val_loss: 5.8883\n",
|
||
"Epoch 5/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 5.8715 - val_loss: 5.8414\n",
|
||
"Epoch 6/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 5.8291 - val_loss: 5.7992\n",
|
||
"Epoch 7/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 5.7840 - val_loss: 5.7525\n",
|
||
"Epoch 8/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 5.7362 - val_loss: 5.7064\n",
|
||
"Epoch 9/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 5.6912 - val_loss: 5.6601\n",
|
||
"Epoch 10/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 5.6494 - val_loss: 5.6172\n",
|
||
"Epoch 11/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 5.6031 - val_loss: 5.5690\n",
|
||
"Epoch 12/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 5.5554 - val_loss: 5.5244\n",
|
||
"Epoch 13/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 5.5094 - val_loss: 5.4814\n",
|
||
"Epoch 14/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 5.4629 - val_loss: 5.4334\n",
|
||
"Epoch 15/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 5.4173 - val_loss: 5.3924\n",
|
||
"Epoch 16/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 5.3758 - val_loss: 5.3440\n",
|
||
"Epoch 17/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 5.3243 - val_loss: 5.2960\n",
|
||
"Epoch 18/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 5.2835 - val_loss: 5.2535\n",
|
||
"Epoch 19/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 5.2403 - val_loss: 5.2099\n",
|
||
"Epoch 20/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 5.1915 - val_loss: 5.1600\n",
|
||
"Epoch 21/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 5.1437 - val_loss: 5.1163\n",
|
||
"Epoch 22/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 5.1032 - val_loss: 5.0668\n",
|
||
"Epoch 23/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 5.0552 - val_loss: 5.0426\n",
|
||
"Epoch 24/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 5.0285 - val_loss: 4.9953\n",
|
||
"Epoch 25/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.9751 - val_loss: 4.9410\n",
|
||
"Epoch 26/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.9293 - val_loss: 4.9016\n",
|
||
"Epoch 27/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.8772 - val_loss: 4.8457\n",
|
||
"Epoch 28/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 4.8378 - val_loss: 4.8094\n",
|
||
"Epoch 29/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.7859 - val_loss: 4.7582\n",
|
||
"Epoch 30/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.7452 - val_loss: 4.7266\n",
|
||
"Epoch 31/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.7049 - val_loss: 4.6671\n",
|
||
"Epoch 32/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.6538 - val_loss: 4.6273\n",
|
||
"Epoch 33/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.6117 - val_loss: 4.5850\n",
|
||
"Epoch 34/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.5648 - val_loss: 4.5436\n",
|
||
"Epoch 35/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.5190 - val_loss: 4.4914\n",
|
||
"Epoch 36/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.4741 - val_loss: 4.4457\n",
|
||
"Epoch 37/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 4.4274 - val_loss: 4.4000\n",
|
||
"Epoch 38/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.3819 - val_loss: 4.3606\n",
|
||
"Epoch 39/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.3497 - val_loss: 4.3305\n",
|
||
"Epoch 40/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.3177 - val_loss: 4.3048\n",
|
||
"Epoch 41/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.2876 - val_loss: 4.2689\n",
|
||
"Epoch 42/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.2592 - val_loss: 4.2384\n",
|
||
"Epoch 43/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 4.2289 - val_loss: 4.2159\n",
|
||
"Epoch 44/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 4.1975 - val_loss: 4.1815\n",
|
||
"Epoch 45/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.1707 - val_loss: 4.1547\n",
|
||
"Epoch 46/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.1543 - val_loss: 4.1404\n",
|
||
"Epoch 47/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.1142 - val_loss: 4.1112\n",
|
||
"Epoch 48/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.0801 - val_loss: 4.0668\n",
|
||
"Epoch 49/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.0530 - val_loss: 4.0336\n",
|
||
"Epoch 50/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 4.0184 - val_loss: 4.0059\n",
|
||
"Epoch 51/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.9920 - val_loss: 3.9744\n",
|
||
"Epoch 52/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.9605 - val_loss: 3.9486\n",
|
||
"Epoch 53/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 3.9278 - val_loss: 3.9156\n",
|
||
"Epoch 54/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.8994 - val_loss: 3.8840\n",
|
||
"Epoch 55/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.8660 - val_loss: 3.8531\n",
|
||
"Epoch 56/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.8381 - val_loss: 3.8223\n",
|
||
"Epoch 57/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.8065 - val_loss: 3.7922\n",
|
||
"Epoch 58/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.7815 - val_loss: 3.7619\n",
|
||
"Epoch 59/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.7489 - val_loss: 3.7333\n",
|
||
"Epoch 60/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.7183 - val_loss: 3.7022\n",
|
||
"Epoch 61/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.6889 - val_loss: 3.6773\n",
|
||
"Epoch 62/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.6607 - val_loss: 3.6405\n",
|
||
"Epoch 63/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.6283 - val_loss: 3.6107\n",
|
||
"Epoch 64/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 3.5965 - val_loss: 3.5830\n",
|
||
"Epoch 65/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.5705 - val_loss: 3.5539\n",
|
||
"Epoch 66/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.5388 - val_loss: 3.5255\n",
|
||
"Epoch 67/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 3.5076 - val_loss: 3.4899\n",
|
||
"Epoch 68/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 3.4752 - val_loss: 3.4631\n",
|
||
"Epoch 69/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.4472 - val_loss: 3.4308\n",
|
||
"Epoch 70/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.4196 - val_loss: 3.4010\n",
|
||
"Epoch 71/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 3.3878 - val_loss: 3.3734\n",
|
||
"Epoch 72/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.3587 - val_loss: 3.3409\n",
|
||
"Epoch 73/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.3293 - val_loss: 3.3142\n",
|
||
"Epoch 74/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.2995 - val_loss: 3.2816\n",
|
||
"Epoch 75/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.2690 - val_loss: 3.2501\n",
|
||
"Epoch 76/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.2388 - val_loss: 3.2263\n",
|
||
"Epoch 77/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.2082 - val_loss: 3.1885\n",
|
||
"Epoch 78/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.1786 - val_loss: 3.1581\n",
|
||
"Epoch 79/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.1471 - val_loss: 3.1334\n",
|
||
"Epoch 80/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.1202 - val_loss: 3.1044\n",
|
||
"Epoch 81/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.0861 - val_loss: 3.0721\n",
|
||
"Epoch 82/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.0574 - val_loss: 3.0442\n",
|
||
"Epoch 83/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.0296 - val_loss: 3.0117\n",
|
||
"Epoch 84/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.0023 - val_loss: 2.9930\n",
|
||
"Epoch 85/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.9710 - val_loss: 2.9580\n",
|
||
"Epoch 86/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.9474 - val_loss: 2.9242\n",
|
||
"Epoch 87/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.9095 - val_loss: 2.9010\n",
|
||
"Epoch 88/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.8816 - val_loss: 2.8642\n",
|
||
"Epoch 89/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.8502 - val_loss: 2.8332\n",
|
||
"Epoch 90/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.8203 - val_loss: 2.8042\n",
|
||
"Epoch 91/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.7879 - val_loss: 2.7716\n",
|
||
"Epoch 92/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.7570 - val_loss: 2.7430\n",
|
||
"Epoch 93/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.7259 - val_loss: 2.7168\n",
|
||
"Epoch 94/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.7021 - val_loss: 2.6885\n",
|
||
"Epoch 95/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 2.6682 - val_loss: 2.6570\n",
|
||
"Epoch 96/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.6432 - val_loss: 2.6263\n",
|
||
"Epoch 97/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.6101 - val_loss: 2.5897\n",
|
||
"Epoch 98/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.5778 - val_loss: 2.5681\n",
|
||
"Epoch 99/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.5558 - val_loss: 2.5327\n",
|
||
"Epoch 100/280\n",
|
||
"15/15 [==============================] - 0s 17ms/step - loss: 2.5251 - val_loss: 2.5061\n",
|
||
"Epoch 101/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.4936 - val_loss: 2.4761\n",
|
||
"Epoch 102/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.4649 - val_loss: 2.4512\n",
|
||
"Epoch 103/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.4312 - val_loss: 2.4154\n",
|
||
"Epoch 104/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.4000 - val_loss: 2.3838\n",
|
||
"Epoch 105/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.3727 - val_loss: 2.3540\n",
|
||
"Epoch 106/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.3407 - val_loss: 2.3310\n",
|
||
"Epoch 107/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.3078 - val_loss: 2.3006\n",
|
||
"Epoch 108/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.2818 - val_loss: 2.2619\n",
|
||
"Epoch 109/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.2515 - val_loss: 2.2308\n",
|
||
"Epoch 110/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.2204 - val_loss: 2.2044\n",
|
||
"Epoch 111/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.1891 - val_loss: 2.1807\n",
|
||
"Epoch 112/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 2.1606 - val_loss: 2.1410\n",
|
||
"Epoch 113/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.1317 - val_loss: 2.1113\n",
|
||
"Epoch 114/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.0990 - val_loss: 2.0811\n",
|
||
"Epoch 115/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.0764 - val_loss: 2.0522\n",
|
||
"Epoch 116/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.0421 - val_loss: 2.0214\n",
|
||
"Epoch 117/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.0155 - val_loss: 1.9915\n",
|
||
"Epoch 118/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.9799 - val_loss: 1.9629\n",
|
||
"Epoch 119/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.9494 - val_loss: 1.9385\n",
|
||
"Epoch 120/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.9251 - val_loss: 1.9051\n",
|
||
"Epoch 121/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.8949 - val_loss: 1.8759\n",
|
||
"Epoch 122/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.8644 - val_loss: 1.8706\n",
|
||
"Epoch 123/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.8489 - val_loss: 1.8308\n",
|
||
"Epoch 124/280\n",
|
||
"15/15 [==============================] - 0s 17ms/step - loss: 1.8087 - val_loss: 1.7977\n",
|
||
"Epoch 125/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.7749 - val_loss: 1.7688\n",
|
||
"Epoch 126/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.7534 - val_loss: 1.7378\n",
|
||
"Epoch 127/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.7127 - val_loss: 1.7045\n",
|
||
"Epoch 128/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.6865 - val_loss: 1.6744\n",
|
||
"Epoch 129/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.6573 - val_loss: 1.6427\n",
|
||
"Epoch 130/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.6235 - val_loss: 1.6109\n",
|
||
"Epoch 131/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.5967 - val_loss: 1.5835\n",
|
||
"Epoch 132/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.5669 - val_loss: 1.5545\n",
|
||
"Epoch 133/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.5339 - val_loss: 1.5174\n",
|
||
"Epoch 134/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.5093 - val_loss: 1.4934\n",
|
||
"Epoch 135/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.4793 - val_loss: 1.4596\n",
|
||
"Epoch 136/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4495 - val_loss: 1.4335\n",
|
||
"Epoch 137/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4142 - val_loss: 1.4022\n",
|
||
"Epoch 138/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.3924 - val_loss: 1.3786\n",
|
||
"Epoch 139/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.3609 - val_loss: 1.3442\n",
|
||
"Epoch 140/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3259 - val_loss: 1.3106\n",
|
||
"Epoch 141/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 1.3040 - val_loss: 1.2859\n",
|
||
"Epoch 142/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.2730 - val_loss: 1.2550\n",
|
||
"Epoch 143/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.2509 - val_loss: 1.2333\n",
|
||
"Epoch 144/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.2160 - val_loss: 1.1922\n",
|
||
"Epoch 145/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 1.1840 - val_loss: 1.1680\n",
|
||
"Epoch 146/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1514 - val_loss: 1.1352\n",
|
||
"Epoch 147/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1227 - val_loss: 1.1014\n",
|
||
"Epoch 148/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0908 - val_loss: 1.0708\n",
|
||
"Epoch 149/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0584 - val_loss: 1.0415\n",
|
||
"Epoch 150/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0349 - val_loss: 1.0432\n",
|
||
"Epoch 151/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.0144 - val_loss: 0.9994\n",
|
||
"Epoch 152/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9710 - val_loss: 0.9684\n",
|
||
"Epoch 153/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.9420 - val_loss: 0.9297\n",
|
||
"Epoch 154/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9124 - val_loss: 0.9023\n",
|
||
"Epoch 155/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.8858 - val_loss: 0.8702\n",
|
||
"Epoch 156/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.8488 - val_loss: 0.8434\n",
|
||
"Epoch 157/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.8263 - val_loss: 0.8078\n",
|
||
"Epoch 158/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7939 - val_loss: 0.7735\n",
|
||
"Epoch 159/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7592 - val_loss: 0.7428\n",
|
||
"Epoch 160/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7293 - val_loss: 0.7199\n",
|
||
"Epoch 161/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7086 - val_loss: 0.6938\n",
|
||
"Epoch 162/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6708 - val_loss: 0.6575\n",
|
||
"Epoch 163/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6533 - val_loss: 0.6233\n",
|
||
"Epoch 164/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.6125 - val_loss: 0.5980\n",
|
||
"Epoch 165/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.5825 - val_loss: 0.5767\n",
|
||
"Epoch 166/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5650 - val_loss: 0.5598\n",
|
||
"Epoch 167/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5533 - val_loss: 0.5545\n",
|
||
"Epoch 168/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5384 - val_loss: 0.5321\n",
|
||
"Epoch 169/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5180 - val_loss: 0.5248\n",
|
||
"Epoch 170/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5119 - val_loss: 0.5090\n",
|
||
"Epoch 171/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.4882 - val_loss: 0.5010\n",
|
||
"Epoch 172/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4835 - val_loss: 0.4774\n",
|
||
"Epoch 173/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.4757 - val_loss: 0.4660\n",
|
||
"Epoch 174/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4536 - val_loss: 0.4500\n",
|
||
"Epoch 175/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4341 - val_loss: 0.4243\n",
|
||
"Epoch 176/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4202 - val_loss: 0.4098\n",
|
||
"Epoch 177/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4045 - val_loss: 0.3962\n",
|
||
"Epoch 178/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3846 - val_loss: 0.3807\n",
|
||
"Epoch 179/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.3694 - val_loss: 0.3647\n",
|
||
"Epoch 180/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3567 - val_loss: 0.3471\n",
|
||
"Epoch 181/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3420 - val_loss: 0.3336\n",
|
||
"Epoch 182/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.3252 - val_loss: 0.3194\n",
|
||
"Epoch 183/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3148 - val_loss: 0.3046\n",
|
||
"Epoch 184/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2958 - val_loss: 0.2945\n",
|
||
"Epoch 185/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2874 - val_loss: 0.2774\n",
|
||
"Epoch 186/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2675 - val_loss: 0.2683\n",
|
||
"Epoch 187/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.2531 - val_loss: 0.2504\n",
|
||
"Epoch 188/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.2370 - val_loss: 0.2337\n",
|
||
"Epoch 189/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2288 - val_loss: 0.2140\n",
|
||
"Epoch 190/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.2054 - val_loss: 0.2039\n",
|
||
"Epoch 191/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1923 - val_loss: 0.1865\n",
|
||
"Epoch 192/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.1747 - val_loss: 0.1732\n",
|
||
"Epoch 193/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1657 - val_loss: 0.1587\n",
|
||
"Epoch 194/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1380 - val_loss: 0.1423\n",
|
||
"Epoch 195/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.1289 - val_loss: 0.1306\n",
|
||
"Epoch 196/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1186 - val_loss: 0.1169\n",
|
||
"Epoch 197/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0992 - val_loss: 0.1038\n",
|
||
"Epoch 198/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0894 - val_loss: 0.0899\n",
|
||
"Epoch 199/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0703 - val_loss: 0.0739\n",
|
||
"Epoch 200/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0535 - val_loss: 0.0572\n",
|
||
"Epoch 201/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0530 - val_loss: 0.0662\n",
|
||
"Epoch 202/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0280 - val_loss: 0.0423\n",
|
||
"Epoch 203/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0258 - val_loss: 0.0344\n",
|
||
"Epoch 204/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0237 - val_loss: 0.0353\n",
|
||
"Epoch 205/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0324 - val_loss: 0.0419\n",
|
||
"Epoch 206/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0205 - val_loss: 0.0343\n",
|
||
"Epoch 207/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0245 - val_loss: 0.0331\n",
|
||
"Epoch 208/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0255 - val_loss: 0.0392\n",
|
||
"Epoch 209/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0245 - val_loss: 0.0384\n",
|
||
"Epoch 210/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0255 - val_loss: 0.0319\n",
|
||
"Epoch 211/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0230 - val_loss: 0.0292\n",
|
||
"Epoch 212/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0255 - val_loss: 0.0305\n",
|
||
"Epoch 213/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0235 - val_loss: 0.0340\n",
|
||
"Epoch 214/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0225 - val_loss: 0.0325\n",
|
||
"Epoch 215/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0210 - val_loss: 0.0295\n",
|
||
"Epoch 216/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0240 - val_loss: 0.0353\n",
|
||
"Epoch 217/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0175 - val_loss: 0.0366\n",
|
||
"Epoch 218/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0189 - val_loss: 0.0321\n",
|
||
"Epoch 219/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0204 - val_loss: 0.0327\n",
|
||
"Epoch 220/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0251 - val_loss: 0.0379\n",
|
||
"Epoch 221/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0216 - val_loss: 0.0369\n",
|
||
"Epoch 222/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 0.0206 - val_loss: 0.0367\n",
|
||
"Epoch 223/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0264 - val_loss: 0.0361\n",
|
||
"Epoch 224/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0181 - val_loss: 0.0352\n",
|
||
"Epoch 225/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0139 - val_loss: 0.0349\n",
|
||
"Epoch 226/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0186 - val_loss: 0.0348\n",
|
||
"Epoch 227/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0128 - val_loss: 0.0348\n",
|
||
"Epoch 228/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0186 - val_loss: 0.0349\n",
|
||
"Epoch 229/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0150 - val_loss: 0.0350\n",
|
||
"Epoch 230/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0171 - val_loss: 0.0343\n",
|
||
"Epoch 231/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0158 - val_loss: 0.0342\n",
|
||
"Epoch 232/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0156 - val_loss: 0.0341\n",
|
||
"Epoch 233/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0125 - val_loss: 0.0339\n",
|
||
"Epoch 234/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0167 - val_loss: 0.0338\n",
|
||
"Epoch 235/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0136 - val_loss: 0.0336\n",
|
||
"Epoch 236/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0172 - val_loss: 0.0336\n",
|
||
"Epoch 237/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0151 - val_loss: 0.0337\n",
|
||
"Epoch 238/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0164 - val_loss: 0.0338\n",
|
||
"Epoch 239/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0135 - val_loss: 0.0339\n",
|
||
"Epoch 240/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0125 - val_loss: 0.0340\n",
|
||
"Epoch 241/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0179 - val_loss: 0.0342\n",
|
||
"Epoch 242/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0139 - val_loss: 0.0342\n",
|
||
"Epoch 243/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0180 - val_loss: 0.0342\n",
|
||
"Epoch 244/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0127 - val_loss: 0.0342\n",
|
||
"Epoch 245/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0156 - val_loss: 0.0342\n",
|
||
"Epoch 246/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0189 - val_loss: 0.0342\n",
|
||
"Epoch 247/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0139 - val_loss: 0.0341\n",
|
||
"Epoch 248/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0172 - val_loss: 0.0341\n",
|
||
"Epoch 249/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0198 - val_loss: 0.0341\n",
|
||
"Epoch 250/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0154 - val_loss: 0.0341\n",
|
||
"Epoch 251/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0162 - val_loss: 0.0341\n",
|
||
"Epoch 252/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0159 - val_loss: 0.0342\n",
|
||
"Epoch 253/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0143 - val_loss: 0.0342\n",
|
||
"Epoch 254/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0157 - val_loss: 0.0342\n",
|
||
"Epoch 255/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0159 - val_loss: 0.0341\n",
|
||
"Epoch 256/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0216 - val_loss: 0.0342\n",
|
||
"Epoch 257/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0193 - val_loss: 0.0341\n",
|
||
"Epoch 258/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0234 - val_loss: 0.0341\n",
|
||
"Epoch 259/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0154 - val_loss: 0.0341\n",
|
||
"Epoch 260/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0154 - val_loss: 0.0341\n",
|
||
"Epoch 261/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0209 - val_loss: 0.0341\n",
|
||
"Epoch 262/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0173 - val_loss: 0.0341\n",
|
||
"Epoch 263/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0196 - val_loss: 0.0341\n",
|
||
"Epoch 264/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0162 - val_loss: 0.0341\n",
|
||
"Epoch 265/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0134 - val_loss: 0.0341\n",
|
||
"Epoch 266/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0238 - val_loss: 0.0341\n",
|
||
"Epoch 267/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0129 - val_loss: 0.0341\n",
|
||
"Epoch 268/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0138 - val_loss: 0.0341\n",
|
||
"Epoch 269/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0160 - val_loss: 0.0341\n",
|
||
"Epoch 270/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0193 - val_loss: 0.0341\n",
|
||
"Epoch 271/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0197 - val_loss: 0.0341\n",
|
||
"Epoch 272/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0152 - val_loss: 0.0341\n",
|
||
"Epoch 273/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0137 - val_loss: 0.0341\n",
|
||
"Epoch 274/280\n",
|
||
"15/15 [==============================] - 0s 10ms/step - loss: 0.0105 - val_loss: 0.0341\n",
|
||
"Epoch 275/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0147 - val_loss: 0.0341\n",
|
||
"Epoch 276/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0125 - val_loss: 0.0341\n",
|
||
"Epoch 277/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0176 - val_loss: 0.0341\n",
|
||
"Epoch 278/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0139 - val_loss: 0.0341\n",
|
||
"Epoch 279/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0161 - val_loss: 0.0341\n",
|
||
"Epoch 280/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0167 - val_loss: 0.0341\n",
|
||
"COL: 比表面积, MSE: 1.32E-01,RMSE: 0.3629,MAPE: 3.6700000000000004 %,MAE: 0.2619,R_2: 0.2356\n",
|
||
"COL: 总孔体积, MSE: 7.52E-02,RMSE: 0.2742,MAPE: 27.810000000000002 %,MAE: 0.1978,R_2: 0.5771\n",
|
||
"COL: 微孔体积, MSE: 3.16E-02,RMSE: 0.1779,MAPE: 27.389999999999997 %,MAE: 0.1412,R_2: 0.3639\n",
|
||
"Epoch 1/280\n",
|
||
"15/15 [==============================] - 6s 93ms/step - loss: 1.8382 - val_loss: 1.6969\n",
|
||
"Epoch 2/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 1.6804 - val_loss: 1.6477\n",
|
||
"Epoch 3/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.6384 - val_loss: 1.6156\n",
|
||
"Epoch 4/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.6002 - val_loss: 1.5794\n",
|
||
"Epoch 5/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.5757 - val_loss: 1.5500\n",
|
||
"Epoch 6/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.5482 - val_loss: 1.5252\n",
|
||
"Epoch 7/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.5112 - val_loss: 1.4768\n",
|
||
"Epoch 8/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4720 - val_loss: 1.4442\n",
|
||
"Epoch 9/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4436 - val_loss: 1.4154\n",
|
||
"Epoch 10/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4106 - val_loss: 1.3848\n",
|
||
"Epoch 11/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3779 - val_loss: 1.3495\n",
|
||
"Epoch 12/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3496 - val_loss: 1.3266\n",
|
||
"Epoch 13/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3157 - val_loss: 1.2910\n",
|
||
"Epoch 14/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.2770 - val_loss: 1.2666\n",
|
||
"Epoch 15/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.2492 - val_loss: 1.2274\n",
|
||
"Epoch 16/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.2195 - val_loss: 1.1976\n",
|
||
"Epoch 17/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.1825 - val_loss: 1.1668\n",
|
||
"Epoch 18/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1551 - val_loss: 1.1331\n",
|
||
"Epoch 19/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.1302 - val_loss: 1.1090\n",
|
||
"Epoch 20/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.1015 - val_loss: 1.0747\n",
|
||
"Epoch 21/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0671 - val_loss: 1.0434\n",
|
||
"Epoch 22/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0422 - val_loss: 1.0214\n",
|
||
"Epoch 23/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.0175 - val_loss: 0.9870\n",
|
||
"Epoch 24/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9689 - val_loss: 0.9571\n",
|
||
"Epoch 25/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 0.9638 - val_loss: 0.9219\n",
|
||
"Epoch 26/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9229 - val_loss: 0.8921\n",
|
||
"Epoch 27/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.8851 - val_loss: 0.8686\n",
|
||
"Epoch 28/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.8600 - val_loss: 0.8591\n",
|
||
"Epoch 29/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.8503 - val_loss: 0.8390\n",
|
||
"Epoch 30/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.8302 - val_loss: 0.8242\n",
|
||
"Epoch 31/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.8137 - val_loss: 0.8139\n",
|
||
"Epoch 32/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7981 - val_loss: 0.7926\n",
|
||
"Epoch 33/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.7801 - val_loss: 0.7753\n",
|
||
"Epoch 34/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7702 - val_loss: 0.7752\n",
|
||
"Epoch 35/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.7537 - val_loss: 0.7512\n",
|
||
"Epoch 36/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7407 - val_loss: 0.7492\n",
|
||
"Epoch 37/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7295 - val_loss: 0.7353\n",
|
||
"Epoch 38/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7083 - val_loss: 0.7060\n",
|
||
"Epoch 39/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.6915 - val_loss: 0.6916\n",
|
||
"Epoch 40/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6770 - val_loss: 0.6797\n",
|
||
"Epoch 41/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6640 - val_loss: 0.6657\n",
|
||
"Epoch 42/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6501 - val_loss: 0.6506\n",
|
||
"Epoch 43/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6339 - val_loss: 0.6335\n",
|
||
"Epoch 44/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.6152 - val_loss: 0.6280\n",
|
||
"Epoch 45/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.6174 - val_loss: 0.6014\n",
|
||
"Epoch 46/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5801 - val_loss: 0.5853\n",
|
||
"Epoch 47/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5731 - val_loss: 0.5724\n",
|
||
"Epoch 48/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5564 - val_loss: 0.5611\n",
|
||
"Epoch 49/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5450 - val_loss: 0.5549\n",
|
||
"Epoch 50/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5287 - val_loss: 0.5268\n",
|
||
"Epoch 51/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5126 - val_loss: 0.5114\n",
|
||
"Epoch 52/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5044 - val_loss: 0.4975\n",
|
||
"Epoch 53/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.4773 - val_loss: 0.4839\n",
|
||
"Epoch 54/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.4700 - val_loss: 0.4683\n",
|
||
"Epoch 55/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4451 - val_loss: 0.4576\n",
|
||
"Epoch 56/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.4326 - val_loss: 0.4369\n",
|
||
"Epoch 57/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.4194 - val_loss: 0.4308\n",
|
||
"Epoch 58/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4123 - val_loss: 0.4054\n",
|
||
"Epoch 59/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.3949 - val_loss: 0.4015\n",
|
||
"Epoch 60/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.3771 - val_loss: 0.3864\n",
|
||
"Epoch 61/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3633 - val_loss: 0.3728\n",
|
||
"Epoch 62/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.3432 - val_loss: 0.3576\n",
|
||
"Epoch 63/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3261 - val_loss: 0.3386\n",
|
||
"Epoch 64/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3135 - val_loss: 0.3321\n",
|
||
"Epoch 65/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3005 - val_loss: 0.3138\n",
|
||
"Epoch 66/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.2829 - val_loss: 0.2991\n",
|
||
"Epoch 67/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2684 - val_loss: 0.2838\n",
|
||
"Epoch 68/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2604 - val_loss: 0.2645\n",
|
||
"Epoch 69/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2434 - val_loss: 0.2493\n",
|
||
"Epoch 70/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.2266 - val_loss: 0.2490\n",
|
||
"Epoch 71/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2219 - val_loss: 0.2254\n",
|
||
"Epoch 72/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1932 - val_loss: 0.2080\n",
|
||
"Epoch 73/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.1783 - val_loss: 0.1971\n",
|
||
"Epoch 74/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1630 - val_loss: 0.1745\n",
|
||
"Epoch 75/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1646 - val_loss: 0.1629\n",
|
||
"Epoch 76/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 0.1398 - val_loss: 0.1502\n",
|
||
"Epoch 77/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.1169 - val_loss: 0.1299\n",
|
||
"Epoch 78/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1055 - val_loss: 0.1099\n",
|
||
"Epoch 79/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0943 - val_loss: 0.0993\n",
|
||
"Epoch 80/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0771 - val_loss: 0.0771\n",
|
||
"Epoch 81/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0663 - val_loss: 0.0752\n",
|
||
"Epoch 82/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0494 - val_loss: 0.0607\n",
|
||
"Epoch 83/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0305 - val_loss: 0.0504\n",
|
||
"Epoch 84/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0391 - val_loss: 0.0555\n",
|
||
"Epoch 85/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 0.0289 - val_loss: 0.0447\n",
|
||
"Epoch 86/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0353 - val_loss: 0.0503\n",
|
||
"Epoch 87/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0326 - val_loss: 0.0529\n",
|
||
"Epoch 88/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0402 - val_loss: 0.0522\n",
|
||
"Epoch 89/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0297 - val_loss: 0.0481\n",
|
||
"Epoch 90/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0336 - val_loss: 0.0483\n",
|
||
"Epoch 91/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0217 - val_loss: 0.0504\n",
|
||
"Epoch 92/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0344 - val_loss: 0.0517\n",
|
||
"Epoch 93/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0288 - val_loss: 0.0526\n",
|
||
"Epoch 94/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0282 - val_loss: 0.0534\n",
|
||
"Epoch 95/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0334 - val_loss: 0.0468\n",
|
||
"Epoch 96/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0389 - val_loss: 0.0455\n",
|
||
"Epoch 97/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0284 - val_loss: 0.0468\n",
|
||
"Epoch 98/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0207 - val_loss: 0.0488\n",
|
||
"Epoch 99/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0242 - val_loss: 0.0493\n",
|
||
"Epoch 100/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0262 - val_loss: 0.0494\n",
|
||
"Epoch 101/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0213 - val_loss: 0.0492\n",
|
||
"Epoch 102/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0205 - val_loss: 0.0484\n",
|
||
"Epoch 103/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0183 - val_loss: 0.0486\n",
|
||
"Epoch 104/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.0204 - val_loss: 0.0498\n",
|
||
"Epoch 105/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0251 - val_loss: 0.0499\n",
|
||
"Epoch 106/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0247 - val_loss: 0.0500\n",
|
||
"Epoch 107/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0222 - val_loss: 0.0499\n",
|
||
"Epoch 108/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0292 - val_loss: 0.0498\n",
|
||
"Epoch 109/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0247 - val_loss: 0.0498\n",
|
||
"Epoch 110/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0193 - val_loss: 0.0499\n",
|
||
"Epoch 111/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0191 - val_loss: 0.0500\n",
|
||
"Epoch 112/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0298 - val_loss: 0.0500\n",
|
||
"Epoch 113/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0323 - val_loss: 0.0499\n",
|
||
"Epoch 114/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0219 - val_loss: 0.0500\n",
|
||
"Epoch 115/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0245 - val_loss: 0.0499\n",
|
||
"Epoch 116/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0209 - val_loss: 0.0499\n",
|
||
"Epoch 117/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0213 - val_loss: 0.0499\n",
|
||
"Epoch 118/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0222 - val_loss: 0.0499\n",
|
||
"Epoch 119/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0214 - val_loss: 0.0499\n",
|
||
"Epoch 120/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0270 - val_loss: 0.0499\n",
|
||
"Epoch 121/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0230 - val_loss: 0.0499\n",
|
||
"Epoch 122/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0274 - val_loss: 0.0499\n",
|
||
"Epoch 123/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0183 - val_loss: 0.0499\n",
|
||
"Epoch 124/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0231 - val_loss: 0.0499\n",
|
||
"Epoch 125/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0288 - val_loss: 0.0499\n",
|
||
"Epoch 126/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0327 - val_loss: 0.0499\n",
|
||
"Epoch 127/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0328 - val_loss: 0.0499\n",
|
||
"Epoch 128/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0210 - val_loss: 0.0499\n",
|
||
"Epoch 129/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0301 - val_loss: 0.0499\n",
|
||
"Epoch 130/280\n",
|
||
"15/15 [==============================] - 0s 17ms/step - loss: 0.0311 - val_loss: 0.0499\n",
|
||
"Epoch 131/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0202 - val_loss: 0.0499\n",
|
||
"Epoch 132/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0228 - val_loss: 0.0499\n",
|
||
"Epoch 133/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0276 - val_loss: 0.0499\n",
|
||
"Epoch 134/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0227 - val_loss: 0.0499\n",
|
||
"Epoch 135/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0256 - val_loss: 0.0499\n",
|
||
"Epoch 136/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0312 - val_loss: 0.0499\n",
|
||
"Epoch 137/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0258 - val_loss: 0.0499\n",
|
||
"Epoch 138/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0158 - val_loss: 0.0499\n",
|
||
"Epoch 139/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0223 - val_loss: 0.0499\n",
|
||
"Epoch 140/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0243 - val_loss: 0.0499\n",
|
||
"Epoch 141/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0214 - val_loss: 0.0499\n",
|
||
"Epoch 142/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0260 - val_loss: 0.0499\n",
|
||
"Epoch 143/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0251 - val_loss: 0.0499\n",
|
||
"Epoch 144/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0221 - val_loss: 0.0499\n",
|
||
"Epoch 145/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0294 - val_loss: 0.0499\n",
|
||
"Epoch 146/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0243 - val_loss: 0.0499\n",
|
||
"Epoch 147/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0230 - val_loss: 0.0499\n",
|
||
"Epoch 148/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0273 - val_loss: 0.0499\n",
|
||
"Epoch 149/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0237 - val_loss: 0.0499\n",
|
||
"Epoch 150/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0260 - val_loss: 0.0499\n",
|
||
"Epoch 151/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.0207 - val_loss: 0.0499\n",
|
||
"Epoch 152/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0241 - val_loss: 0.0499\n",
|
||
"Epoch 153/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0192 - val_loss: 0.0499\n",
|
||
"Epoch 154/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0232 - val_loss: 0.0499\n",
|
||
"Epoch 155/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0295 - val_loss: 0.0499\n",
|
||
"Epoch 156/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0226 - val_loss: 0.0499\n",
|
||
"Epoch 157/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0268 - val_loss: 0.0499\n",
|
||
"Epoch 158/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0231 - val_loss: 0.0499\n",
|
||
"Epoch 159/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0213 - val_loss: 0.0499\n",
|
||
"Epoch 160/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0246 - val_loss: 0.0499\n",
|
||
"Epoch 161/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0207 - val_loss: 0.0499\n",
|
||
"Epoch 162/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0284 - val_loss: 0.0499\n",
|
||
"Epoch 163/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0242 - val_loss: 0.0499\n",
|
||
"Epoch 164/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0195 - val_loss: 0.0499\n",
|
||
"Epoch 165/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0277 - val_loss: 0.0499\n",
|
||
"Epoch 166/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0177 - val_loss: 0.0499\n",
|
||
"Epoch 167/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0304 - val_loss: 0.0499\n",
|
||
"Epoch 168/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0262 - val_loss: 0.0499\n",
|
||
"Epoch 169/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0261 - val_loss: 0.0499\n",
|
||
"Epoch 170/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0205 - val_loss: 0.0499\n",
|
||
"Epoch 171/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.0191 - val_loss: 0.0499\n",
|
||
"Epoch 172/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0266 - val_loss: 0.0499\n",
|
||
"Epoch 173/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0207 - val_loss: 0.0499\n",
|
||
"Epoch 174/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0273 - val_loss: 0.0499\n",
|
||
"Epoch 175/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0229 - val_loss: 0.0499\n",
|
||
"Epoch 176/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0256 - val_loss: 0.0499\n",
|
||
"Epoch 177/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0262 - val_loss: 0.0499\n",
|
||
"Epoch 178/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0264 - val_loss: 0.0499\n",
|
||
"Epoch 179/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0271 - val_loss: 0.0499\n",
|
||
"Epoch 180/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0233 - val_loss: 0.0499\n",
|
||
"Epoch 181/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0247 - val_loss: 0.0499\n",
|
||
"Epoch 182/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0301 - val_loss: 0.0499\n",
|
||
"Epoch 183/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0224 - val_loss: 0.0499\n",
|
||
"Epoch 184/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0169 - val_loss: 0.0499\n",
|
||
"Epoch 185/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0184 - val_loss: 0.0499\n",
|
||
"Epoch 186/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0293 - val_loss: 0.0499\n",
|
||
"Epoch 187/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0186 - val_loss: 0.0499\n",
|
||
"Epoch 188/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0299 - val_loss: 0.0499\n",
|
||
"Epoch 189/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0243 - val_loss: 0.0499\n",
|
||
"Epoch 190/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0177 - val_loss: 0.0499\n",
|
||
"Epoch 191/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0194 - val_loss: 0.0499\n",
|
||
"Epoch 192/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0252 - val_loss: 0.0499\n",
|
||
"Epoch 193/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0247 - val_loss: 0.0499\n",
|
||
"Epoch 194/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0274 - val_loss: 0.0499\n",
|
||
"Epoch 195/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0220 - val_loss: 0.0499\n",
|
||
"Epoch 196/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0175 - val_loss: 0.0499\n",
|
||
"Epoch 197/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0171 - val_loss: 0.0499\n",
|
||
"Epoch 198/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0188 - val_loss: 0.0499\n",
|
||
"Epoch 199/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0247 - val_loss: 0.0499\n",
|
||
"Epoch 200/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0245 - val_loss: 0.0499\n",
|
||
"Epoch 201/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0224 - val_loss: 0.0499\n",
|
||
"Epoch 202/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0202 - val_loss: 0.0499\n",
|
||
"Epoch 203/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0268 - val_loss: 0.0499\n",
|
||
"Epoch 204/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0283 - val_loss: 0.0499\n",
|
||
"Epoch 205/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0184 - val_loss: 0.0499\n",
|
||
"Epoch 206/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0243 - val_loss: 0.0499\n",
|
||
"Epoch 207/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0278 - val_loss: 0.0499\n",
|
||
"Epoch 208/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0249 - val_loss: 0.0499\n",
|
||
"Epoch 209/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0195 - val_loss: 0.0499\n",
|
||
"Epoch 210/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0202 - val_loss: 0.0499\n",
|
||
"Epoch 211/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0269 - val_loss: 0.0499\n",
|
||
"Epoch 212/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0226 - val_loss: 0.0499\n",
|
||
"Epoch 213/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0217 - val_loss: 0.0499\n",
|
||
"Epoch 214/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0192 - val_loss: 0.0499\n",
|
||
"Epoch 215/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0250 - val_loss: 0.0499\n",
|
||
"Epoch 216/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0247 - val_loss: 0.0499\n",
|
||
"Epoch 217/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0222 - val_loss: 0.0499\n",
|
||
"Epoch 218/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0226 - val_loss: 0.0499\n",
|
||
"Epoch 219/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0227 - val_loss: 0.0499\n",
|
||
"Epoch 220/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0190 - val_loss: 0.0499\n",
|
||
"Epoch 221/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0195 - val_loss: 0.0499\n",
|
||
"Epoch 222/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0199 - val_loss: 0.0499\n",
|
||
"Epoch 223/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0219 - val_loss: 0.0499\n",
|
||
"Epoch 224/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0232 - val_loss: 0.0499\n",
|
||
"Epoch 225/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0178 - val_loss: 0.0499\n",
|
||
"Epoch 226/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0207 - val_loss: 0.0499\n",
|
||
"Epoch 227/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0196 - val_loss: 0.0499\n",
|
||
"Epoch 228/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0252 - val_loss: 0.0499\n",
|
||
"Epoch 229/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0268 - val_loss: 0.0499\n",
|
||
"Epoch 230/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0223 - val_loss: 0.0499\n",
|
||
"Epoch 231/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0230 - val_loss: 0.0499\n",
|
||
"Epoch 232/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0302 - val_loss: 0.0499\n",
|
||
"Epoch 233/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0258 - val_loss: 0.0499\n",
|
||
"Epoch 234/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0197 - val_loss: 0.0499\n",
|
||
"Epoch 235/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0269 - val_loss: 0.0499\n",
|
||
"Epoch 236/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0221 - val_loss: 0.0499\n",
|
||
"Epoch 237/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0231 - val_loss: 0.0499\n",
|
||
"Epoch 238/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0264 - val_loss: 0.0499\n",
|
||
"Epoch 239/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0209 - val_loss: 0.0499\n",
|
||
"Epoch 240/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0218 - val_loss: 0.0499\n",
|
||
"Epoch 241/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0236 - val_loss: 0.0499\n",
|
||
"Epoch 242/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0241 - val_loss: 0.0499\n",
|
||
"Epoch 243/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0218 - val_loss: 0.0499\n",
|
||
"Epoch 244/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0288 - val_loss: 0.0499\n",
|
||
"Epoch 245/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.0215 - val_loss: 0.0499\n",
|
||
"Epoch 246/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0214 - val_loss: 0.0499\n",
|
||
"Epoch 247/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0200 - val_loss: 0.0499\n",
|
||
"Epoch 248/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0210 - val_loss: 0.0499\n",
|
||
"Epoch 249/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0224 - val_loss: 0.0499\n",
|
||
"Epoch 250/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0229 - val_loss: 0.0499\n",
|
||
"Epoch 251/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0239 - val_loss: 0.0499\n",
|
||
"Epoch 252/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0214 - val_loss: 0.0499\n",
|
||
"Epoch 253/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0289 - val_loss: 0.0499\n",
|
||
"Epoch 254/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0197 - val_loss: 0.0499\n",
|
||
"Epoch 255/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0209 - val_loss: 0.0499\n",
|
||
"Epoch 256/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0258 - val_loss: 0.0499\n",
|
||
"Epoch 257/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0222 - val_loss: 0.0499\n",
|
||
"Epoch 258/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0233 - val_loss: 0.0499\n",
|
||
"Epoch 259/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0274 - val_loss: 0.0499\n",
|
||
"Epoch 260/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0236 - val_loss: 0.0499\n",
|
||
"Epoch 261/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0203 - val_loss: 0.0499\n",
|
||
"Epoch 262/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0251 - val_loss: 0.0499\n",
|
||
"Epoch 263/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0271 - val_loss: 0.0499\n",
|
||
"Epoch 264/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0238 - val_loss: 0.0499\n",
|
||
"Epoch 265/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0251 - val_loss: 0.0499\n",
|
||
"Epoch 266/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0235 - val_loss: 0.0499\n",
|
||
"Epoch 267/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0247 - val_loss: 0.0499\n",
|
||
"Epoch 268/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0193 - val_loss: 0.0499\n",
|
||
"Epoch 269/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0287 - val_loss: 0.0499\n",
|
||
"Epoch 270/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0232 - val_loss: 0.0499\n",
|
||
"Epoch 271/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0186 - val_loss: 0.0499\n",
|
||
"Epoch 272/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0232 - val_loss: 0.0499\n",
|
||
"Epoch 273/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0179 - val_loss: 0.0499\n",
|
||
"Epoch 274/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0298 - val_loss: 0.0499\n",
|
||
"Epoch 275/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0185 - val_loss: 0.0499\n",
|
||
"Epoch 276/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0225 - val_loss: 0.0499\n",
|
||
"Epoch 277/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0300 - val_loss: 0.0499\n",
|
||
"Epoch 278/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0246 - val_loss: 0.0499\n",
|
||
"Epoch 279/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0168 - val_loss: 0.0499\n",
|
||
"Epoch 280/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0242 - val_loss: 0.0499\n",
|
||
"COL: 比表面积, MSE: 1.83E-01,RMSE: 0.4274,MAPE: 3.84 %,MAE: 0.2752,R_2: 0.4599\n",
|
||
"COL: 总孔体积, MSE: 1.35E-01,RMSE: 0.368,MAPE: 29.43 %,MAE: 0.251,R_2: 0.582\n",
|
||
"COL: 微孔体积, MSE: 1.75E-01,RMSE: 0.4187,MAPE: 32.84 %,MAE: 0.2536,R_2: 0.2184\n",
|
||
"Epoch 1/280\n",
|
||
"15/15 [==============================] - 6s 86ms/step - loss: 2.5093 - val_loss: 2.2921\n",
|
||
"Epoch 2/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.2438 - val_loss: 2.2513\n",
|
||
"Epoch 3/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.2354 - val_loss: 2.1929\n",
|
||
"Epoch 4/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 2.1850 - val_loss: 2.2179\n",
|
||
"Epoch 5/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.1398 - val_loss: 2.1617\n",
|
||
"Epoch 6/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.1034 - val_loss: 2.1344\n",
|
||
"Epoch 7/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.1028 - val_loss: 2.0470\n",
|
||
"Epoch 8/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.0489 - val_loss: 2.0199\n",
|
||
"Epoch 9/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.0085 - val_loss: 2.0242\n",
|
||
"Epoch 10/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.9942 - val_loss: 1.9674\n",
|
||
"Epoch 11/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.9434 - val_loss: 1.9257\n",
|
||
"Epoch 12/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.9492 - val_loss: 1.8951\n",
|
||
"Epoch 13/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.9382 - val_loss: 1.8804\n",
|
||
"Epoch 14/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.9204 - val_loss: 1.8696\n",
|
||
"Epoch 15/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.8749 - val_loss: 1.8513\n",
|
||
"Epoch 16/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.8301 - val_loss: 1.7955\n",
|
||
"Epoch 17/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.8124 - val_loss: 1.7826\n",
|
||
"Epoch 18/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.8018 - val_loss: 1.7692\n",
|
||
"Epoch 19/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.7991 - val_loss: 1.7415\n",
|
||
"Epoch 20/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.7584 - val_loss: 1.7389\n",
|
||
"Epoch 21/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.7315 - val_loss: 1.7086\n",
|
||
"Epoch 22/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.7082 - val_loss: 1.6742\n",
|
||
"Epoch 23/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.6990 - val_loss: 1.7330\n",
|
||
"Epoch 24/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.7054 - val_loss: 1.6404\n",
|
||
"Epoch 25/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.6263 - val_loss: 1.6385\n",
|
||
"Epoch 26/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.6006 - val_loss: 1.6112\n",
|
||
"Epoch 27/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.5858 - val_loss: 1.5762\n",
|
||
"Epoch 28/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.5689 - val_loss: 1.6333\n",
|
||
"Epoch 29/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.5803 - val_loss: 1.5680\n",
|
||
"Epoch 30/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.5278 - val_loss: 1.5337\n",
|
||
"Epoch 31/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.5164 - val_loss: 1.5049\n",
|
||
"Epoch 32/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.5023 - val_loss: 1.4911\n",
|
||
"Epoch 33/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4772 - val_loss: 1.4716\n",
|
||
"Epoch 34/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4323 - val_loss: 1.4509\n",
|
||
"Epoch 35/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4409 - val_loss: 1.4576\n",
|
||
"Epoch 36/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4506 - val_loss: 1.4298\n",
|
||
"Epoch 37/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4344 - val_loss: 1.4233\n",
|
||
"Epoch 38/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.3917 - val_loss: 1.3796\n",
|
||
"Epoch 39/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.3798 - val_loss: 1.3587\n",
|
||
"Epoch 40/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3458 - val_loss: 1.3256\n",
|
||
"Epoch 41/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3357 - val_loss: 1.3232\n",
|
||
"Epoch 42/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.2982 - val_loss: 1.2909\n",
|
||
"Epoch 43/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.2903 - val_loss: 1.2806\n",
|
||
"Epoch 44/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.2797 - val_loss: 1.2819\n",
|
||
"Epoch 45/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.2652 - val_loss: 1.2418\n",
|
||
"Epoch 46/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.2416 - val_loss: 1.2181\n",
|
||
"Epoch 47/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.1992 - val_loss: 1.1981\n",
|
||
"Epoch 48/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1843 - val_loss: 1.1742\n",
|
||
"Epoch 49/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.1733 - val_loss: 1.1714\n",
|
||
"Epoch 50/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.1635 - val_loss: 1.1432\n",
|
||
"Epoch 51/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1295 - val_loss: 1.1217\n",
|
||
"Epoch 52/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1078 - val_loss: 1.0999\n",
|
||
"Epoch 53/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.0884 - val_loss: 1.0842\n",
|
||
"Epoch 54/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.0660 - val_loss: 1.0670\n",
|
||
"Epoch 55/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0480 - val_loss: 1.0427\n",
|
||
"Epoch 56/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0226 - val_loss: 1.0279\n",
|
||
"Epoch 57/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.0134 - val_loss: 1.0064\n",
|
||
"Epoch 58/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9996 - val_loss: 0.9869\n",
|
||
"Epoch 59/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9771 - val_loss: 0.9727\n",
|
||
"Epoch 60/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.9675 - val_loss: 0.9556\n",
|
||
"Epoch 61/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9433 - val_loss: 0.9389\n",
|
||
"Epoch 62/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.9366 - val_loss: 0.9140\n",
|
||
"Epoch 63/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9133 - val_loss: 0.9077\n",
|
||
"Epoch 64/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.8954 - val_loss: 0.8816\n",
|
||
"Epoch 65/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.8708 - val_loss: 0.8689\n",
|
||
"Epoch 66/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.8601 - val_loss: 0.8506\n",
|
||
"Epoch 67/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.8415 - val_loss: 0.8326\n",
|
||
"Epoch 68/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.8209 - val_loss: 0.8159\n",
|
||
"Epoch 69/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.8046 - val_loss: 0.8116\n",
|
||
"Epoch 70/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7990 - val_loss: 0.7809\n",
|
||
"Epoch 71/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.7824 - val_loss: 0.7674\n",
|
||
"Epoch 72/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.7634 - val_loss: 0.7477\n",
|
||
"Epoch 73/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.7432 - val_loss: 0.7355\n",
|
||
"Epoch 74/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7313 - val_loss: 0.7165\n",
|
||
"Epoch 75/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.7137 - val_loss: 0.6973\n",
|
||
"Epoch 76/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6910 - val_loss: 0.6775\n",
|
||
"Epoch 77/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6671 - val_loss: 0.6567\n",
|
||
"Epoch 78/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6503 - val_loss: 0.6431\n",
|
||
"Epoch 79/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.6419 - val_loss: 0.6281\n",
|
||
"Epoch 80/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6325 - val_loss: 0.6109\n",
|
||
"Epoch 81/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6073 - val_loss: 0.5969\n",
|
||
"Epoch 82/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.5921 - val_loss: 0.5814\n",
|
||
"Epoch 83/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5766 - val_loss: 0.5767\n",
|
||
"Epoch 84/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5650 - val_loss: 0.5570\n",
|
||
"Epoch 85/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.5517 - val_loss: 0.5424\n",
|
||
"Epoch 86/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.5356 - val_loss: 0.5201\n",
|
||
"Epoch 87/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.5284 - val_loss: 0.5093\n",
|
||
"Epoch 88/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4967 - val_loss: 0.4913\n",
|
||
"Epoch 89/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.4909 - val_loss: 0.4805\n",
|
||
"Epoch 90/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.4778 - val_loss: 0.4694\n",
|
||
"Epoch 91/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4641 - val_loss: 0.4434\n",
|
||
"Epoch 92/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.4429 - val_loss: 0.4431\n",
|
||
"Epoch 93/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4261 - val_loss: 0.4184\n",
|
||
"Epoch 94/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4118 - val_loss: 0.4070\n",
|
||
"Epoch 95/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.4017 - val_loss: 0.3975\n",
|
||
"Epoch 96/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3843 - val_loss: 0.3721\n",
|
||
"Epoch 97/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3733 - val_loss: 0.3661\n",
|
||
"Epoch 98/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3501 - val_loss: 0.3501\n",
|
||
"Epoch 99/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.3431 - val_loss: 0.3297\n",
|
||
"Epoch 100/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3337 - val_loss: 0.3141\n",
|
||
"Epoch 101/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.3057 - val_loss: 0.3023\n",
|
||
"Epoch 102/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2870 - val_loss: 0.3007\n",
|
||
"Epoch 103/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.2794 - val_loss: 0.2787\n",
|
||
"Epoch 104/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.2690 - val_loss: 0.2698\n",
|
||
"Epoch 105/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.2539 - val_loss: 0.2383\n",
|
||
"Epoch 106/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.2290 - val_loss: 0.2458\n",
|
||
"Epoch 107/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2229 - val_loss: 0.2211\n",
|
||
"Epoch 108/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2076 - val_loss: 0.1950\n",
|
||
"Epoch 109/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1842 - val_loss: 0.1891\n",
|
||
"Epoch 110/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.1702 - val_loss: 0.1710\n",
|
||
"Epoch 111/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.1541 - val_loss: 0.1655\n",
|
||
"Epoch 112/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.1383 - val_loss: 0.1385\n",
|
||
"Epoch 113/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.1276 - val_loss: 0.1214\n",
|
||
"Epoch 114/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1092 - val_loss: 0.1268\n",
|
||
"Epoch 115/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.1004 - val_loss: 0.1230\n",
|
||
"Epoch 116/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0888 - val_loss: 0.0899\n",
|
||
"Epoch 117/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0756 - val_loss: 0.0718\n",
|
||
"Epoch 118/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0530 - val_loss: 0.0633\n",
|
||
"Epoch 119/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0413 - val_loss: 0.0487\n",
|
||
"Epoch 120/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0276 - val_loss: 0.0440\n",
|
||
"Epoch 121/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0337 - val_loss: 0.0697\n",
|
||
"Epoch 122/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0324 - val_loss: 0.0481\n",
|
||
"Epoch 123/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0335 - val_loss: 0.0503\n",
|
||
"Epoch 124/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0281 - val_loss: 0.0584\n",
|
||
"Epoch 125/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0400 - val_loss: 0.0570\n",
|
||
"Epoch 126/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0367 - val_loss: 0.0713\n",
|
||
"Epoch 127/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0343 - val_loss: 0.0378\n",
|
||
"Epoch 128/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0355 - val_loss: 0.0768\n",
|
||
"Epoch 129/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0288 - val_loss: 0.0532\n",
|
||
"Epoch 130/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0310 - val_loss: 0.0867\n",
|
||
"Epoch 131/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 0.0276 - val_loss: 0.0567\n",
|
||
"Epoch 132/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0301 - val_loss: 0.0598\n",
|
||
"Epoch 133/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0291 - val_loss: 0.0711\n",
|
||
"Epoch 134/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0217 - val_loss: 0.0405\n",
|
||
"Epoch 135/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0316 - val_loss: 0.0599\n",
|
||
"Epoch 136/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0296 - val_loss: 0.0631\n",
|
||
"Epoch 137/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0251 - val_loss: 0.0415\n",
|
||
"Epoch 138/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0249 - val_loss: 0.0422\n",
|
||
"Epoch 139/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0274 - val_loss: 0.0531\n",
|
||
"Epoch 140/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0215 - val_loss: 0.0517\n",
|
||
"Epoch 141/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0230 - val_loss: 0.0481\n",
|
||
"Epoch 142/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0262 - val_loss: 0.0484\n",
|
||
"Epoch 143/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0277 - val_loss: 0.0496\n",
|
||
"Epoch 144/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0195 - val_loss: 0.0532\n",
|
||
"Epoch 145/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0250 - val_loss: 0.0496\n",
|
||
"Epoch 146/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0206 - val_loss: 0.0527\n",
|
||
"Epoch 147/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0175 - val_loss: 0.0543\n",
|
||
"Epoch 148/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0245 - val_loss: 0.0539\n",
|
||
"Epoch 149/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0225 - val_loss: 0.0538\n",
|
||
"Epoch 150/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0215 - val_loss: 0.0536\n",
|
||
"Epoch 151/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0228 - val_loss: 0.0535\n",
|
||
"Epoch 152/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0210 - val_loss: 0.0533\n",
|
||
"Epoch 153/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0230 - val_loss: 0.0530\n",
|
||
"Epoch 154/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0179 - val_loss: 0.0530\n",
|
||
"Epoch 155/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0271 - val_loss: 0.0529\n",
|
||
"Epoch 156/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.0242 - val_loss: 0.0527\n",
|
||
"Epoch 157/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0174 - val_loss: 0.0526\n",
|
||
"Epoch 158/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0189 - val_loss: 0.0526\n",
|
||
"Epoch 159/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0282 - val_loss: 0.0526\n",
|
||
"Epoch 160/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0160 - val_loss: 0.0527\n",
|
||
"Epoch 161/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0174 - val_loss: 0.0526\n",
|
||
"Epoch 162/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0249 - val_loss: 0.0527\n",
|
||
"Epoch 163/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0194 - val_loss: 0.0527\n",
|
||
"Epoch 164/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0190 - val_loss: 0.0527\n",
|
||
"Epoch 165/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0290 - val_loss: 0.0527\n",
|
||
"Epoch 166/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0219 - val_loss: 0.0527\n",
|
||
"Epoch 167/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0239 - val_loss: 0.0527\n",
|
||
"Epoch 168/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0208 - val_loss: 0.0527\n",
|
||
"Epoch 169/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0233 - val_loss: 0.0527\n",
|
||
"Epoch 170/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0187 - val_loss: 0.0527\n",
|
||
"Epoch 171/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0243 - val_loss: 0.0527\n",
|
||
"Epoch 172/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0230 - val_loss: 0.0527\n",
|
||
"Epoch 173/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0231 - val_loss: 0.0527\n",
|
||
"Epoch 174/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0164 - val_loss: 0.0527\n",
|
||
"Epoch 175/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0234 - val_loss: 0.0527\n",
|
||
"Epoch 176/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0206 - val_loss: 0.0527\n",
|
||
"Epoch 177/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0236 - val_loss: 0.0527\n",
|
||
"Epoch 178/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0199 - val_loss: 0.0527\n",
|
||
"Epoch 179/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0307 - val_loss: 0.0527\n",
|
||
"Epoch 180/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0214 - val_loss: 0.0527\n",
|
||
"Epoch 181/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0221 - val_loss: 0.0527\n",
|
||
"Epoch 182/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0302 - val_loss: 0.0527\n",
|
||
"Epoch 183/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0244 - val_loss: 0.0527\n",
|
||
"Epoch 184/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0182 - val_loss: 0.0527\n",
|
||
"Epoch 185/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0239 - val_loss: 0.0527\n",
|
||
"Epoch 186/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0215 - val_loss: 0.0527\n",
|
||
"Epoch 187/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0344 - val_loss: 0.0527\n",
|
||
"Epoch 188/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0313 - val_loss: 0.0527\n",
|
||
"Epoch 189/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0242 - val_loss: 0.0527\n",
|
||
"Epoch 190/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0198 - val_loss: 0.0527\n",
|
||
"Epoch 191/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0251 - val_loss: 0.0527\n",
|
||
"Epoch 192/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0188 - val_loss: 0.0527\n",
|
||
"Epoch 193/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0176 - val_loss: 0.0527\n",
|
||
"Epoch 194/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0212 - val_loss: 0.0527\n",
|
||
"Epoch 195/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0180 - val_loss: 0.0527\n",
|
||
"Epoch 196/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0247 - val_loss: 0.0527\n",
|
||
"Epoch 197/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0220 - val_loss: 0.0527\n",
|
||
"Epoch 198/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0257 - val_loss: 0.0527\n",
|
||
"Epoch 199/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0189 - val_loss: 0.0527\n",
|
||
"Epoch 200/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0219 - val_loss: 0.0527\n",
|
||
"Epoch 201/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0240 - val_loss: 0.0527\n",
|
||
"Epoch 202/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0188 - val_loss: 0.0527\n",
|
||
"Epoch 203/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0247 - val_loss: 0.0527\n",
|
||
"Epoch 204/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0228 - val_loss: 0.0527\n",
|
||
"Epoch 205/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0233 - val_loss: 0.0527\n",
|
||
"Epoch 206/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0275 - val_loss: 0.0527\n",
|
||
"Epoch 207/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0224 - val_loss: 0.0527\n",
|
||
"Epoch 208/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0246 - val_loss: 0.0527\n",
|
||
"Epoch 209/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0242 - val_loss: 0.0527\n",
|
||
"Epoch 210/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0171 - val_loss: 0.0527\n",
|
||
"Epoch 211/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0203 - val_loss: 0.0527\n",
|
||
"Epoch 212/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0302 - val_loss: 0.0527\n",
|
||
"Epoch 213/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0243 - val_loss: 0.0527\n",
|
||
"Epoch 214/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0182 - val_loss: 0.0527\n",
|
||
"Epoch 215/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0202 - val_loss: 0.0527\n",
|
||
"Epoch 216/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0235 - val_loss: 0.0527\n",
|
||
"Epoch 217/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0177 - val_loss: 0.0527\n",
|
||
"Epoch 218/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0213 - val_loss: 0.0527\n",
|
||
"Epoch 219/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0215 - val_loss: 0.0527\n",
|
||
"Epoch 220/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0173 - val_loss: 0.0527\n",
|
||
"Epoch 221/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0229 - val_loss: 0.0527\n",
|
||
"Epoch 222/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0143 - val_loss: 0.0527\n",
|
||
"Epoch 223/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0248 - val_loss: 0.0527\n",
|
||
"Epoch 224/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0195 - val_loss: 0.0527\n",
|
||
"Epoch 225/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0227 - val_loss: 0.0527\n",
|
||
"Epoch 226/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0181 - val_loss: 0.0527\n",
|
||
"Epoch 227/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0242 - val_loss: 0.0527\n",
|
||
"Epoch 228/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0183 - val_loss: 0.0527\n",
|
||
"Epoch 229/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0168 - val_loss: 0.0527\n",
|
||
"Epoch 230/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0257 - val_loss: 0.0527\n",
|
||
"Epoch 231/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0166 - val_loss: 0.0527\n",
|
||
"Epoch 232/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0231 - val_loss: 0.0527\n",
|
||
"Epoch 233/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0264 - val_loss: 0.0527\n",
|
||
"Epoch 234/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0316 - val_loss: 0.0527\n",
|
||
"Epoch 235/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0211 - val_loss: 0.0527\n",
|
||
"Epoch 236/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0302 - val_loss: 0.0527\n",
|
||
"Epoch 237/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0181 - val_loss: 0.0527\n",
|
||
"Epoch 238/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0263 - val_loss: 0.0527\n",
|
||
"Epoch 239/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0234 - val_loss: 0.0527\n",
|
||
"Epoch 240/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0239 - val_loss: 0.0527\n",
|
||
"Epoch 241/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0228 - val_loss: 0.0527\n",
|
||
"Epoch 242/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0189 - val_loss: 0.0527\n",
|
||
"Epoch 243/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0187 - val_loss: 0.0527\n",
|
||
"Epoch 244/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0184 - val_loss: 0.0527\n",
|
||
"Epoch 245/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0213 - val_loss: 0.0527\n",
|
||
"Epoch 246/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0162 - val_loss: 0.0527\n",
|
||
"Epoch 247/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0191 - val_loss: 0.0527\n",
|
||
"Epoch 248/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0196 - val_loss: 0.0527\n",
|
||
"Epoch 249/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0137 - val_loss: 0.0527\n",
|
||
"Epoch 250/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0214 - val_loss: 0.0527\n",
|
||
"Epoch 251/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0212 - val_loss: 0.0527\n",
|
||
"Epoch 252/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0195 - val_loss: 0.0527\n",
|
||
"Epoch 253/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0158 - val_loss: 0.0527\n",
|
||
"Epoch 254/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0302 - val_loss: 0.0527\n",
|
||
"Epoch 255/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0206 - val_loss: 0.0527\n",
|
||
"Epoch 256/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0166 - val_loss: 0.0527\n",
|
||
"Epoch 257/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0194 - val_loss: 0.0527\n",
|
||
"Epoch 258/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0169 - val_loss: 0.0527\n",
|
||
"Epoch 259/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0214 - val_loss: 0.0527\n",
|
||
"Epoch 260/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0195 - val_loss: 0.0527\n",
|
||
"Epoch 261/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0198 - val_loss: 0.0527\n",
|
||
"Epoch 262/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0200 - val_loss: 0.0527\n",
|
||
"Epoch 263/280\n",
|
||
"15/15 [==============================] - 0s 17ms/step - loss: 0.0200 - val_loss: 0.0527\n",
|
||
"Epoch 264/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0203 - val_loss: 0.0527\n",
|
||
"Epoch 265/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 0.0190 - val_loss: 0.0527\n",
|
||
"Epoch 266/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0217 - val_loss: 0.0527\n",
|
||
"Epoch 267/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0176 - val_loss: 0.0527\n",
|
||
"Epoch 268/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0247 - val_loss: 0.0527\n",
|
||
"Epoch 269/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0263 - val_loss: 0.0527\n",
|
||
"Epoch 270/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0187 - val_loss: 0.0527\n",
|
||
"Epoch 271/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0193 - val_loss: 0.0527\n",
|
||
"Epoch 272/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0306 - val_loss: 0.0527\n",
|
||
"Epoch 273/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0202 - val_loss: 0.0527\n",
|
||
"Epoch 274/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0210 - val_loss: 0.0527\n",
|
||
"Epoch 275/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0208 - val_loss: 0.0527\n",
|
||
"Epoch 276/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0225 - val_loss: 0.0527\n",
|
||
"Epoch 277/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0251 - val_loss: 0.0527\n",
|
||
"Epoch 278/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0198 - val_loss: 0.0527\n",
|
||
"Epoch 279/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0251 - val_loss: 0.0527\n",
|
||
"Epoch 280/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0180 - val_loss: 0.0527\n",
|
||
"COL: 比表面积, MSE: 1.91E-01,RMSE: 0.4372,MAPE: 4.16 %,MAE: 0.289,R_2: 0.5448\n",
|
||
"COL: 总孔体积, MSE: 8.81E-02,RMSE: 0.2969,MAPE: 25.869999999999997 %,MAE: 0.178,R_2: 0.5039\n",
|
||
"COL: 微孔体积, MSE: 2.92E-02,RMSE: 0.1709,MAPE: 31.97 %,MAE: 0.1435,R_2: 0.6463\n",
|
||
"Epoch 1/280\n",
|
||
"15/15 [==============================] - 6s 87ms/step - loss: 5.1081 - val_loss: 4.9102\n",
|
||
"Epoch 2/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.8975 - val_loss: 4.9026\n",
|
||
"Epoch 3/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 4.8714 - val_loss: 4.8965\n",
|
||
"Epoch 4/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.8855 - val_loss: 4.8015\n",
|
||
"Epoch 5/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.7490 - val_loss: 4.8035\n",
|
||
"Epoch 6/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.7785 - val_loss: 4.7613\n",
|
||
"Epoch 7/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.7197 - val_loss: 4.7055\n",
|
||
"Epoch 8/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 4.7034 - val_loss: 4.6356\n",
|
||
"Epoch 9/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 4.6134 - val_loss: 4.6040\n",
|
||
"Epoch 10/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 4.5380 - val_loss: 4.5892\n",
|
||
"Epoch 11/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.5485 - val_loss: 4.5479\n",
|
||
"Epoch 12/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.4834 - val_loss: 4.5093\n",
|
||
"Epoch 13/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 4.4568 - val_loss: 4.5328\n",
|
||
"Epoch 14/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.4267 - val_loss: 4.4700\n",
|
||
"Epoch 15/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.4915 - val_loss: 4.3953\n",
|
||
"Epoch 16/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.4139 - val_loss: 4.3778\n",
|
||
"Epoch 17/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.3356 - val_loss: 4.3524\n",
|
||
"Epoch 18/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.2885 - val_loss: 4.3275\n",
|
||
"Epoch 19/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.2311 - val_loss: 4.2670\n",
|
||
"Epoch 20/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.1935 - val_loss: 4.2596\n",
|
||
"Epoch 21/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.1738 - val_loss: 4.1836\n",
|
||
"Epoch 22/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.1310 - val_loss: 4.1656\n",
|
||
"Epoch 23/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 4.1215 - val_loss: 4.2036\n",
|
||
"Epoch 24/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.0710 - val_loss: 4.1054\n",
|
||
"Epoch 25/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.0426 - val_loss: 4.0336\n",
|
||
"Epoch 26/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.9955 - val_loss: 4.0605\n",
|
||
"Epoch 27/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.9581 - val_loss: 3.9995\n",
|
||
"Epoch 28/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.9062 - val_loss: 3.9595\n",
|
||
"Epoch 29/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.9252 - val_loss: 3.9659\n",
|
||
"Epoch 30/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.8707 - val_loss: 3.8585\n",
|
||
"Epoch 31/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.8102 - val_loss: 3.8593\n",
|
||
"Epoch 32/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.7872 - val_loss: 3.7926\n",
|
||
"Epoch 33/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.8039 - val_loss: 3.8059\n",
|
||
"Epoch 34/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.7222 - val_loss: 3.7581\n",
|
||
"Epoch 35/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.7013 - val_loss: 3.7203\n",
|
||
"Epoch 36/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.6839 - val_loss: 3.6715\n",
|
||
"Epoch 37/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.6334 - val_loss: 3.6679\n",
|
||
"Epoch 38/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.5974 - val_loss: 3.6234\n",
|
||
"Epoch 39/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.5549 - val_loss: 3.6106\n",
|
||
"Epoch 40/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.5219 - val_loss: 3.5373\n",
|
||
"Epoch 41/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.4900 - val_loss: 3.5039\n",
|
||
"Epoch 42/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 3.4689 - val_loss: 3.4978\n",
|
||
"Epoch 43/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.4203 - val_loss: 3.4309\n",
|
||
"Epoch 44/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 3.3841 - val_loss: 3.4069\n",
|
||
"Epoch 45/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 3.3521 - val_loss: 3.4026\n",
|
||
"Epoch 46/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 3.3213 - val_loss: 3.3949\n",
|
||
"Epoch 47/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 3.3278 - val_loss: 3.3207\n",
|
||
"Epoch 48/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.2762 - val_loss: 3.2875\n",
|
||
"Epoch 49/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 3.2363 - val_loss: 3.2245\n",
|
||
"Epoch 50/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.1902 - val_loss: 3.2058\n",
|
||
"Epoch 51/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.1809 - val_loss: 3.1922\n",
|
||
"Epoch 52/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.1383 - val_loss: 3.1311\n",
|
||
"Epoch 53/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.0813 - val_loss: 3.1212\n",
|
||
"Epoch 54/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.0824 - val_loss: 3.0604\n",
|
||
"Epoch 55/280\n",
|
||
"15/15 [==============================] - 0s 17ms/step - loss: 3.0412 - val_loss: 3.0347\n",
|
||
"Epoch 56/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.0030 - val_loss: 3.0090\n",
|
||
"Epoch 57/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.9850 - val_loss: 2.9901\n",
|
||
"Epoch 58/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.9486 - val_loss: 2.9865\n",
|
||
"Epoch 59/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.9330 - val_loss: 2.9117\n",
|
||
"Epoch 60/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.8916 - val_loss: 2.8976\n",
|
||
"Epoch 61/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.8388 - val_loss: 2.8618\n",
|
||
"Epoch 62/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.8202 - val_loss: 2.8307\n",
|
||
"Epoch 63/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.7957 - val_loss: 2.8076\n",
|
||
"Epoch 64/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.7548 - val_loss: 2.7568\n",
|
||
"Epoch 65/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 2.7154 - val_loss: 2.7365\n",
|
||
"Epoch 66/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.6893 - val_loss: 2.6783\n",
|
||
"Epoch 67/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.6608 - val_loss: 2.6590\n",
|
||
"Epoch 68/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.6173 - val_loss: 2.6270\n",
|
||
"Epoch 69/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.6031 - val_loss: 2.5972\n",
|
||
"Epoch 70/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.5819 - val_loss: 2.5621\n",
|
||
"Epoch 71/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.5281 - val_loss: 2.5354\n",
|
||
"Epoch 72/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.4967 - val_loss: 2.4950\n",
|
||
"Epoch 73/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.4655 - val_loss: 2.4588\n",
|
||
"Epoch 74/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.4464 - val_loss: 2.4244\n",
|
||
"Epoch 75/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.4075 - val_loss: 2.3982\n",
|
||
"Epoch 76/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.3720 - val_loss: 2.3743\n",
|
||
"Epoch 77/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.3495 - val_loss: 2.3415\n",
|
||
"Epoch 78/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.2947 - val_loss: 2.2965\n",
|
||
"Epoch 79/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.2712 - val_loss: 2.2628\n",
|
||
"Epoch 80/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.2385 - val_loss: 2.2341\n",
|
||
"Epoch 81/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.2093 - val_loss: 2.2007\n",
|
||
"Epoch 82/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.1926 - val_loss: 2.1803\n",
|
||
"Epoch 83/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.1452 - val_loss: 2.1466\n",
|
||
"Epoch 84/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.1080 - val_loss: 2.1139\n",
|
||
"Epoch 85/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.0963 - val_loss: 2.0719\n",
|
||
"Epoch 86/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.0696 - val_loss: 2.0438\n",
|
||
"Epoch 87/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.0350 - val_loss: 2.0082\n",
|
||
"Epoch 88/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.9857 - val_loss: 1.9835\n",
|
||
"Epoch 89/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.9671 - val_loss: 1.9488\n",
|
||
"Epoch 90/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.9304 - val_loss: 1.9033\n",
|
||
"Epoch 91/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.9129 - val_loss: 1.8740\n",
|
||
"Epoch 92/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.8763 - val_loss: 1.8452\n",
|
||
"Epoch 93/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.8298 - val_loss: 1.8235\n",
|
||
"Epoch 94/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 1.7952 - val_loss: 1.7809\n",
|
||
"Epoch 95/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.7741 - val_loss: 1.7611\n",
|
||
"Epoch 96/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.7307 - val_loss: 1.7357\n",
|
||
"Epoch 97/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.7168 - val_loss: 1.7038\n",
|
||
"Epoch 98/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 1.6875 - val_loss: 1.6567\n",
|
||
"Epoch 99/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.6440 - val_loss: 1.6213\n",
|
||
"Epoch 100/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.6178 - val_loss: 1.5933\n",
|
||
"Epoch 101/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.5765 - val_loss: 1.5616\n",
|
||
"Epoch 102/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.5462 - val_loss: 1.5271\n",
|
||
"Epoch 103/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.5152 - val_loss: 1.4967\n",
|
||
"Epoch 104/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 1.4833 - val_loss: 1.4654\n",
|
||
"Epoch 105/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.4444 - val_loss: 1.4358\n",
|
||
"Epoch 106/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4152 - val_loss: 1.4042\n",
|
||
"Epoch 107/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3893 - val_loss: 1.3689\n",
|
||
"Epoch 108/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3534 - val_loss: 1.3381\n",
|
||
"Epoch 109/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3189 - val_loss: 1.3094\n",
|
||
"Epoch 110/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.2893 - val_loss: 1.2775\n",
|
||
"Epoch 111/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.2663 - val_loss: 1.2617\n",
|
||
"Epoch 112/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.2497 - val_loss: 1.2412\n",
|
||
"Epoch 113/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.2280 - val_loss: 1.2307\n",
|
||
"Epoch 114/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.2131 - val_loss: 1.2178\n",
|
||
"Epoch 115/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.1963 - val_loss: 1.2042\n",
|
||
"Epoch 116/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 1.1870 - val_loss: 1.1858\n",
|
||
"Epoch 117/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1782 - val_loss: 1.1721\n",
|
||
"Epoch 118/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 1.1521 - val_loss: 1.1573\n",
|
||
"Epoch 119/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1387 - val_loss: 1.1391\n",
|
||
"Epoch 120/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1245 - val_loss: 1.1252\n",
|
||
"Epoch 121/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1089 - val_loss: 1.1109\n",
|
||
"Epoch 122/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0948 - val_loss: 1.0973\n",
|
||
"Epoch 123/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0807 - val_loss: 1.0832\n",
|
||
"Epoch 124/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.0651 - val_loss: 1.0653\n",
|
||
"Epoch 125/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 1.0550 - val_loss: 1.0520\n",
|
||
"Epoch 126/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0281 - val_loss: 1.0342\n",
|
||
"Epoch 127/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 1.0174 - val_loss: 1.0233\n",
|
||
"Epoch 128/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.0004 - val_loss: 1.0092\n",
|
||
"Epoch 129/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.9905 - val_loss: 0.9870\n",
|
||
"Epoch 130/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9755 - val_loss: 0.9740\n",
|
||
"Epoch 131/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9609 - val_loss: 0.9636\n",
|
||
"Epoch 132/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9390 - val_loss: 0.9474\n",
|
||
"Epoch 133/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.9285 - val_loss: 0.9306\n",
|
||
"Epoch 134/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9186 - val_loss: 0.9154\n",
|
||
"Epoch 135/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.8964 - val_loss: 0.9008\n",
|
||
"Epoch 136/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.8825 - val_loss: 0.8857\n",
|
||
"Epoch 137/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.8665 - val_loss: 0.8731\n",
|
||
"Epoch 138/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.8525 - val_loss: 0.8578\n",
|
||
"Epoch 139/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.8374 - val_loss: 0.8368\n",
|
||
"Epoch 140/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.8190 - val_loss: 0.8262\n",
|
||
"Epoch 141/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 0.8082 - val_loss: 0.8144\n",
|
||
"Epoch 142/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7900 - val_loss: 0.7967\n",
|
||
"Epoch 143/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.7780 - val_loss: 0.7780\n",
|
||
"Epoch 144/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7609 - val_loss: 0.7624\n",
|
||
"Epoch 145/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7445 - val_loss: 0.7526\n",
|
||
"Epoch 146/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7292 - val_loss: 0.7464\n",
|
||
"Epoch 147/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.7150 - val_loss: 0.7205\n",
|
||
"Epoch 148/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7076 - val_loss: 0.7118\n",
|
||
"Epoch 149/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6928 - val_loss: 0.6972\n",
|
||
"Epoch 150/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6731 - val_loss: 0.6844\n",
|
||
"Epoch 151/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6611 - val_loss: 0.6654\n",
|
||
"Epoch 152/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6423 - val_loss: 0.6477\n",
|
||
"Epoch 153/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6313 - val_loss: 0.6356\n",
|
||
"Epoch 154/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6113 - val_loss: 0.6156\n",
|
||
"Epoch 155/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5967 - val_loss: 0.6031\n",
|
||
"Epoch 156/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5812 - val_loss: 0.5875\n",
|
||
"Epoch 157/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5702 - val_loss: 0.5728\n",
|
||
"Epoch 158/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5558 - val_loss: 0.5591\n",
|
||
"Epoch 159/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5361 - val_loss: 0.5422\n",
|
||
"Epoch 160/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.5235 - val_loss: 0.5270\n",
|
||
"Epoch 161/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5084 - val_loss: 0.5119\n",
|
||
"Epoch 162/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.4930 - val_loss: 0.4952\n",
|
||
"Epoch 163/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.4763 - val_loss: 0.4804\n",
|
||
"Epoch 164/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4594 - val_loss: 0.4669\n",
|
||
"Epoch 165/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.4478 - val_loss: 0.4494\n",
|
||
"Epoch 166/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.4318 - val_loss: 0.4370\n",
|
||
"Epoch 167/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.4136 - val_loss: 0.4334\n",
|
||
"Epoch 168/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4057 - val_loss: 0.4085\n",
|
||
"Epoch 169/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.3844 - val_loss: 0.3921\n",
|
||
"Epoch 170/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3693 - val_loss: 0.3802\n",
|
||
"Epoch 171/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.3657 - val_loss: 0.3635\n",
|
||
"Epoch 172/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.3474 - val_loss: 0.3528\n",
|
||
"Epoch 173/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.3396 - val_loss: 0.3365\n",
|
||
"Epoch 174/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3189 - val_loss: 0.3179\n",
|
||
"Epoch 175/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.3041 - val_loss: 0.3039\n",
|
||
"Epoch 176/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.2797 - val_loss: 0.2888\n",
|
||
"Epoch 177/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.2678 - val_loss: 0.2714\n",
|
||
"Epoch 178/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2664 - val_loss: 0.2648\n",
|
||
"Epoch 179/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2430 - val_loss: 0.2442\n",
|
||
"Epoch 180/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2275 - val_loss: 0.2299\n",
|
||
"Epoch 181/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.2174 - val_loss: 0.2133\n",
|
||
"Epoch 182/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.1952 - val_loss: 0.2043\n",
|
||
"Epoch 183/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1787 - val_loss: 0.1842\n",
|
||
"Epoch 184/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1641 - val_loss: 0.1706\n",
|
||
"Epoch 185/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1502 - val_loss: 0.1541\n",
|
||
"Epoch 186/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1363 - val_loss: 0.1366\n",
|
||
"Epoch 187/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1143 - val_loss: 0.1261\n",
|
||
"Epoch 188/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.1053 - val_loss: 0.1179\n",
|
||
"Epoch 189/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0897 - val_loss: 0.0969\n",
|
||
"Epoch 190/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0726 - val_loss: 0.0757\n",
|
||
"Epoch 191/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0586 - val_loss: 0.0688\n",
|
||
"Epoch 192/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0413 - val_loss: 0.0489\n",
|
||
"Epoch 193/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0226 - val_loss: 0.0385\n",
|
||
"Epoch 194/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0218 - val_loss: 0.0374\n",
|
||
"Epoch 195/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0215 - val_loss: 0.0381\n",
|
||
"Epoch 196/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0220 - val_loss: 0.0407\n",
|
||
"Epoch 197/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.0204 - val_loss: 0.0405\n",
|
||
"Epoch 198/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0247 - val_loss: 0.0350\n",
|
||
"Epoch 199/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0282 - val_loss: 0.0399\n",
|
||
"Epoch 200/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 0.0259 - val_loss: 0.0431\n",
|
||
"Epoch 201/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0234 - val_loss: 0.0397\n",
|
||
"Epoch 202/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0250 - val_loss: 0.0377\n",
|
||
"Epoch 203/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0201 - val_loss: 0.0354\n",
|
||
"Epoch 204/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0173 - val_loss: 0.0355\n",
|
||
"Epoch 205/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0168 - val_loss: 0.0316\n",
|
||
"Epoch 206/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0230 - val_loss: 0.0378\n",
|
||
"Epoch 207/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0201 - val_loss: 0.0337\n",
|
||
"Epoch 208/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0242 - val_loss: 0.0377\n",
|
||
"Epoch 209/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0264 - val_loss: 0.0426\n",
|
||
"Epoch 210/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0219 - val_loss: 0.0451\n",
|
||
"Epoch 211/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0159 - val_loss: 0.0412\n",
|
||
"Epoch 212/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0215 - val_loss: 0.0425\n",
|
||
"Epoch 213/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0189 - val_loss: 0.0359\n",
|
||
"Epoch 214/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0226 - val_loss: 0.0429\n",
|
||
"Epoch 215/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0180 - val_loss: 0.0378\n",
|
||
"Epoch 216/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0164 - val_loss: 0.0386\n",
|
||
"Epoch 217/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0158 - val_loss: 0.0387\n",
|
||
"Epoch 218/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0134 - val_loss: 0.0384\n",
|
||
"Epoch 219/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0206 - val_loss: 0.0378\n",
|
||
"Epoch 220/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0224 - val_loss: 0.0372\n",
|
||
"Epoch 221/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0166 - val_loss: 0.0369\n",
|
||
"Epoch 222/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0152 - val_loss: 0.0373\n",
|
||
"Epoch 223/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0160 - val_loss: 0.0372\n",
|
||
"Epoch 224/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0166 - val_loss: 0.0374\n",
|
||
"Epoch 225/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0148 - val_loss: 0.0366\n",
|
||
"Epoch 226/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0185 - val_loss: 0.0366\n",
|
||
"Epoch 227/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0185 - val_loss: 0.0367\n",
|
||
"Epoch 228/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0177 - val_loss: 0.0368\n",
|
||
"Epoch 229/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0134 - val_loss: 0.0368\n",
|
||
"Epoch 230/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0141 - val_loss: 0.0368\n",
|
||
"Epoch 231/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0135 - val_loss: 0.0366\n",
|
||
"Epoch 232/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0180 - val_loss: 0.0364\n",
|
||
"Epoch 233/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0112 - val_loss: 0.0363\n",
|
||
"Epoch 234/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0163 - val_loss: 0.0363\n",
|
||
"Epoch 235/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0252 - val_loss: 0.0364\n",
|
||
"Epoch 236/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0226 - val_loss: 0.0364\n",
|
||
"Epoch 237/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0172 - val_loss: 0.0364\n",
|
||
"Epoch 238/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0144 - val_loss: 0.0364\n",
|
||
"Epoch 239/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0177 - val_loss: 0.0364\n",
|
||
"Epoch 240/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0237 - val_loss: 0.0364\n",
|
||
"Epoch 241/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0171 - val_loss: 0.0365\n",
|
||
"Epoch 242/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0147 - val_loss: 0.0365\n",
|
||
"Epoch 243/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0167 - val_loss: 0.0365\n",
|
||
"Epoch 244/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0170 - val_loss: 0.0365\n",
|
||
"Epoch 245/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0189 - val_loss: 0.0365\n",
|
||
"Epoch 246/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0187 - val_loss: 0.0365\n",
|
||
"Epoch 247/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0184 - val_loss: 0.0365\n",
|
||
"Epoch 248/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0150 - val_loss: 0.0365\n",
|
||
"Epoch 249/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0166 - val_loss: 0.0365\n",
|
||
"Epoch 250/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 0.0187 - val_loss: 0.0365\n",
|
||
"Epoch 251/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0175 - val_loss: 0.0365\n",
|
||
"Epoch 252/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0137 - val_loss: 0.0365\n",
|
||
"Epoch 253/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0140 - val_loss: 0.0365\n",
|
||
"Epoch 254/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0113 - val_loss: 0.0365\n",
|
||
"Epoch 255/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0109 - val_loss: 0.0365\n",
|
||
"Epoch 256/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0156 - val_loss: 0.0365\n",
|
||
"Epoch 257/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0124 - val_loss: 0.0365\n",
|
||
"Epoch 258/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0168 - val_loss: 0.0365\n",
|
||
"Epoch 259/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0123 - val_loss: 0.0365\n",
|
||
"Epoch 260/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0155 - val_loss: 0.0365\n",
|
||
"Epoch 261/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0173 - val_loss: 0.0365\n",
|
||
"Epoch 262/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0136 - val_loss: 0.0365\n",
|
||
"Epoch 263/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0206 - val_loss: 0.0365\n",
|
||
"Epoch 264/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0170 - val_loss: 0.0365\n",
|
||
"Epoch 265/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0136 - val_loss: 0.0365\n",
|
||
"Epoch 266/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0135 - val_loss: 0.0365\n",
|
||
"Epoch 267/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0171 - val_loss: 0.0365\n",
|
||
"Epoch 268/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0156 - val_loss: 0.0365\n",
|
||
"Epoch 269/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 0.0186 - val_loss: 0.0365\n",
|
||
"Epoch 270/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0173 - val_loss: 0.0365\n",
|
||
"Epoch 271/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0169 - val_loss: 0.0365\n",
|
||
"Epoch 272/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0205 - val_loss: 0.0365\n",
|
||
"Epoch 273/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0149 - val_loss: 0.0365\n",
|
||
"Epoch 274/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0140 - val_loss: 0.0365\n",
|
||
"Epoch 275/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0142 - val_loss: 0.0365\n",
|
||
"Epoch 276/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0143 - val_loss: 0.0365\n",
|
||
"Epoch 277/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0138 - val_loss: 0.0365\n",
|
||
"Epoch 278/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0150 - val_loss: 0.0365\n",
|
||
"Epoch 279/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0192 - val_loss: 0.0365\n",
|
||
"Epoch 280/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0226 - val_loss: 0.0365\n",
|
||
"COL: 比表面积, MSE: 2.48E-01,RMSE: 0.4978,MAPE: 4.0 %,MAE: 0.302,R_2: 0.2379\n",
|
||
"COL: 总孔体积, MSE: 3.02E-01,RMSE: 0.5491,MAPE: 28.02 %,MAE: 0.3058,R_2: 0.1327\n",
|
||
"COL: 微孔体积, MSE: 2.86E-02,RMSE: 0.169,MAPE: 28.199999999999996 %,MAE: 0.119,R_2: 0.7352\n",
|
||
"Epoch 1/280\n",
|
||
"15/15 [==============================] - 6s 92ms/step - loss: 3.8534 - val_loss: 3.7567\n",
|
||
"Epoch 2/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.6472 - val_loss: 3.6221\n",
|
||
"Epoch 3/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.4827 - val_loss: 3.5718\n",
|
||
"Epoch 4/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.4439 - val_loss: 3.7812\n",
|
||
"Epoch 5/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.4902 - val_loss: 3.4990\n",
|
||
"Epoch 6/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.4199 - val_loss: 3.5033\n",
|
||
"Epoch 7/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.3520 - val_loss: 3.4131\n",
|
||
"Epoch 8/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.2274 - val_loss: 3.4744\n",
|
||
"Epoch 9/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.3141 - val_loss: 3.3652\n",
|
||
"Epoch 10/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.2422 - val_loss: 3.3192\n",
|
||
"Epoch 11/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.1901 - val_loss: 3.2861\n",
|
||
"Epoch 12/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.1546 - val_loss: 3.2805\n",
|
||
"Epoch 13/280\n",
|
||
"15/15 [==============================] - 0s 8ms/step - loss: 3.1568 - val_loss: 3.1997\n",
|
||
"Epoch 14/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.0975 - val_loss: 3.1395\n",
|
||
"Epoch 15/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.0909 - val_loss: 3.1347\n",
|
||
"Epoch 16/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.0395 - val_loss: 3.0548\n",
|
||
"Epoch 17/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.0171 - val_loss: 3.0526\n",
|
||
"Epoch 18/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.8964 - val_loss: 3.0192\n",
|
||
"Epoch 19/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.9154 - val_loss: 3.0198\n",
|
||
"Epoch 20/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.8078 - val_loss: 2.9941\n",
|
||
"Epoch 21/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.7513 - val_loss: 2.9358\n",
|
||
"Epoch 22/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.8136 - val_loss: 2.8785\n",
|
||
"Epoch 23/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.8047 - val_loss: 2.8693\n",
|
||
"Epoch 24/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.7416 - val_loss: 2.8484\n",
|
||
"Epoch 25/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.6788 - val_loss: 2.8676\n",
|
||
"Epoch 26/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.6403 - val_loss: 2.7848\n",
|
||
"Epoch 27/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 2.5648 - val_loss: 2.6941\n",
|
||
"Epoch 28/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.5826 - val_loss: 2.6609\n",
|
||
"Epoch 29/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.6405 - val_loss: 2.6603\n",
|
||
"Epoch 30/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.4518 - val_loss: 2.5825\n",
|
||
"Epoch 31/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.4556 - val_loss: 2.5640\n",
|
||
"Epoch 32/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.3909 - val_loss: 2.5145\n",
|
||
"Epoch 33/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.4314 - val_loss: 2.5188\n",
|
||
"Epoch 34/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.3933 - val_loss: 2.4724\n",
|
||
"Epoch 35/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.3968 - val_loss: 2.4456\n",
|
||
"Epoch 36/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.2659 - val_loss: 2.3750\n",
|
||
"Epoch 37/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.3021 - val_loss: 2.3642\n",
|
||
"Epoch 38/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 2.2431 - val_loss: 2.3579\n",
|
||
"Epoch 39/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.2053 - val_loss: 2.2751\n",
|
||
"Epoch 40/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.2433 - val_loss: 2.2323\n",
|
||
"Epoch 41/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.0799 - val_loss: 2.2380\n",
|
||
"Epoch 42/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.1074 - val_loss: 2.2114\n",
|
||
"Epoch 43/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.0792 - val_loss: 2.1425\n",
|
||
"Epoch 44/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.0379 - val_loss: 2.0959\n",
|
||
"Epoch 45/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.0600 - val_loss: 2.0612\n",
|
||
"Epoch 46/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.9412 - val_loss: 2.0333\n",
|
||
"Epoch 47/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.9411 - val_loss: 2.0240\n",
|
||
"Epoch 48/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 1.9220 - val_loss: 1.9449\n",
|
||
"Epoch 49/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.8270 - val_loss: 1.9371\n",
|
||
"Epoch 50/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.8160 - val_loss: 1.9008\n",
|
||
"Epoch 51/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.7859 - val_loss: 1.9029\n",
|
||
"Epoch 52/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.8180 - val_loss: 1.8543\n",
|
||
"Epoch 53/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.6860 - val_loss: 1.8061\n",
|
||
"Epoch 54/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.6871 - val_loss: 1.7867\n",
|
||
"Epoch 55/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.6814 - val_loss: 1.7409\n",
|
||
"Epoch 56/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.6678 - val_loss: 1.7037\n",
|
||
"Epoch 57/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.5697 - val_loss: 1.6629\n",
|
||
"Epoch 58/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.5739 - val_loss: 1.6251\n",
|
||
"Epoch 59/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.5689 - val_loss: 1.5888\n",
|
||
"Epoch 60/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.5003 - val_loss: 1.5611\n",
|
||
"Epoch 61/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4374 - val_loss: 1.5485\n",
|
||
"Epoch 62/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.4609 - val_loss: 1.5217\n",
|
||
"Epoch 63/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.3757 - val_loss: 1.4869\n",
|
||
"Epoch 64/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3607 - val_loss: 1.4766\n",
|
||
"Epoch 65/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3568 - val_loss: 1.4298\n",
|
||
"Epoch 66/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3402 - val_loss: 1.4201\n",
|
||
"Epoch 67/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.2598 - val_loss: 1.3883\n",
|
||
"Epoch 68/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.2835 - val_loss: 1.4037\n",
|
||
"Epoch 69/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.3104 - val_loss: 1.3474\n",
|
||
"Epoch 70/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 1.2975 - val_loss: 1.3322\n",
|
||
"Epoch 71/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.2389 - val_loss: 1.3066\n",
|
||
"Epoch 72/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.2247 - val_loss: 1.2726\n",
|
||
"Epoch 73/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.2057 - val_loss: 1.2699\n",
|
||
"Epoch 74/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 1.1751 - val_loss: 1.2541\n",
|
||
"Epoch 75/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 1.1926 - val_loss: 1.2535\n",
|
||
"Epoch 76/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1240 - val_loss: 1.2125\n",
|
||
"Epoch 77/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1475 - val_loss: 1.1964\n",
|
||
"Epoch 78/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.1142 - val_loss: 1.1723\n",
|
||
"Epoch 79/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0919 - val_loss: 1.1463\n",
|
||
"Epoch 80/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0487 - val_loss: 1.1511\n",
|
||
"Epoch 81/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0812 - val_loss: 1.1103\n",
|
||
"Epoch 82/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0616 - val_loss: 1.1049\n",
|
||
"Epoch 83/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 1.0060 - val_loss: 1.0763\n",
|
||
"Epoch 84/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.9815 - val_loss: 1.0593\n",
|
||
"Epoch 85/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.9701 - val_loss: 1.0384\n",
|
||
"Epoch 86/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 1.0118 - val_loss: 1.0158\n",
|
||
"Epoch 87/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.9694 - val_loss: 0.9976\n",
|
||
"Epoch 88/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.8923 - val_loss: 0.9689\n",
|
||
"Epoch 89/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.8620 - val_loss: 0.9573\n",
|
||
"Epoch 90/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.8262 - val_loss: 0.9274\n",
|
||
"Epoch 91/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.8643 - val_loss: 0.9043\n",
|
||
"Epoch 92/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7931 - val_loss: 0.8905\n",
|
||
"Epoch 93/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.7984 - val_loss: 0.8760\n",
|
||
"Epoch 94/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7855 - val_loss: 0.8485\n",
|
||
"Epoch 95/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7722 - val_loss: 0.8250\n",
|
||
"Epoch 96/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7325 - val_loss: 0.8051\n",
|
||
"Epoch 97/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7136 - val_loss: 0.7794\n",
|
||
"Epoch 98/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6683 - val_loss: 0.7647\n",
|
||
"Epoch 99/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.7094 - val_loss: 0.7334\n",
|
||
"Epoch 100/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.6586 - val_loss: 0.7116\n",
|
||
"Epoch 101/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.6167 - val_loss: 0.6856\n",
|
||
"Epoch 102/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.6134 - val_loss: 0.6801\n",
|
||
"Epoch 103/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.6155 - val_loss: 0.6491\n",
|
||
"Epoch 104/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.5715 - val_loss: 0.6357\n",
|
||
"Epoch 105/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.5260 - val_loss: 0.6052\n",
|
||
"Epoch 106/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 0.5269 - val_loss: 0.5999\n",
|
||
"Epoch 107/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.5412 - val_loss: 0.5573\n",
|
||
"Epoch 108/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.5057 - val_loss: 0.5422\n",
|
||
"Epoch 109/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4933 - val_loss: 0.5037\n",
|
||
"Epoch 110/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4462 - val_loss: 0.4962\n",
|
||
"Epoch 111/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.4479 - val_loss: 0.4797\n",
|
||
"Epoch 112/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.4036 - val_loss: 0.4708\n",
|
||
"Epoch 113/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.4004 - val_loss: 0.4384\n",
|
||
"Epoch 114/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3423 - val_loss: 0.4223\n",
|
||
"Epoch 115/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.3605 - val_loss: 0.3956\n",
|
||
"Epoch 116/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.3069 - val_loss: 0.3667\n",
|
||
"Epoch 117/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.3148 - val_loss: 0.3675\n",
|
||
"Epoch 118/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.3581 - val_loss: 0.3360\n",
|
||
"Epoch 119/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.2954 - val_loss: 0.2939\n",
|
||
"Epoch 120/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.2562 - val_loss: 0.2863\n",
|
||
"Epoch 121/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.2189 - val_loss: 0.2752\n",
|
||
"Epoch 122/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1909 - val_loss: 0.2655\n",
|
||
"Epoch 123/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.2091 - val_loss: 0.2517\n",
|
||
"Epoch 124/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1874 - val_loss: 0.2449\n",
|
||
"Epoch 125/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.2034 - val_loss: 0.2362\n",
|
||
"Epoch 126/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1790 - val_loss: 0.2391\n",
|
||
"Epoch 127/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.1783 - val_loss: 0.2272\n",
|
||
"Epoch 128/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1812 - val_loss: 0.2234\n",
|
||
"Epoch 129/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.1731 - val_loss: 0.2219\n",
|
||
"Epoch 130/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.1789 - val_loss: 0.2142\n",
|
||
"Epoch 131/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1547 - val_loss: 0.2143\n",
|
||
"Epoch 132/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1717 - val_loss: 0.1890\n",
|
||
"Epoch 133/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1656 - val_loss: 0.1934\n",
|
||
"Epoch 134/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1378 - val_loss: 0.1874\n",
|
||
"Epoch 135/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1595 - val_loss: 0.1803\n",
|
||
"Epoch 136/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.1520 - val_loss: 0.1690\n",
|
||
"Epoch 137/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1372 - val_loss: 0.1707\n",
|
||
"Epoch 138/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1398 - val_loss: 0.1716\n",
|
||
"Epoch 139/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1318 - val_loss: 0.1650\n",
|
||
"Epoch 140/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1382 - val_loss: 0.1633\n",
|
||
"Epoch 141/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.1195 - val_loss: 0.1586\n",
|
||
"Epoch 142/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.1226 - val_loss: 0.1533\n",
|
||
"Epoch 143/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1163 - val_loss: 0.1529\n",
|
||
"Epoch 144/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.1119 - val_loss: 0.1457\n",
|
||
"Epoch 145/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.1016 - val_loss: 0.1407\n",
|
||
"Epoch 146/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.1107 - val_loss: 0.1242\n",
|
||
"Epoch 147/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.1032 - val_loss: 0.1262\n",
|
||
"Epoch 148/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0993 - val_loss: 0.1167\n",
|
||
"Epoch 149/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0960 - val_loss: 0.1096\n",
|
||
"Epoch 150/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0914 - val_loss: 0.1052\n",
|
||
"Epoch 151/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.1001 - val_loss: 0.1168\n",
|
||
"Epoch 152/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.1094 - val_loss: 0.1104\n",
|
||
"Epoch 153/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.1035 - val_loss: 0.0997\n",
|
||
"Epoch 154/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.1001 - val_loss: 0.0935\n",
|
||
"Epoch 155/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0838 - val_loss: 0.0931\n",
|
||
"Epoch 156/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0794 - val_loss: 0.0897\n",
|
||
"Epoch 157/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0782 - val_loss: 0.0855\n",
|
||
"Epoch 158/280\n",
|
||
"15/15 [==============================] - 0s 16ms/step - loss: 0.0685 - val_loss: 0.0867\n",
|
||
"Epoch 159/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0778 - val_loss: 0.0852\n",
|
||
"Epoch 160/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0702 - val_loss: 0.0724\n",
|
||
"Epoch 161/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.0626 - val_loss: 0.0764\n",
|
||
"Epoch 162/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0671 - val_loss: 0.0755\n",
|
||
"Epoch 163/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0522 - val_loss: 0.0720\n",
|
||
"Epoch 164/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0624 - val_loss: 0.0724\n",
|
||
"Epoch 165/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0587 - val_loss: 0.0723\n",
|
||
"Epoch 166/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0588 - val_loss: 0.0745\n",
|
||
"Epoch 167/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0559 - val_loss: 0.0627\n",
|
||
"Epoch 168/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0501 - val_loss: 0.0605\n",
|
||
"Epoch 169/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0459 - val_loss: 0.0581\n",
|
||
"Epoch 170/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0480 - val_loss: 0.0530\n",
|
||
"Epoch 171/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0467 - val_loss: 0.0543\n",
|
||
"Epoch 172/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0437 - val_loss: 0.0489\n",
|
||
"Epoch 173/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0441 - val_loss: 0.0496\n",
|
||
"Epoch 174/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0452 - val_loss: 0.0614\n",
|
||
"Epoch 175/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0494 - val_loss: 0.0520\n",
|
||
"Epoch 176/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0361 - val_loss: 0.0529\n",
|
||
"Epoch 177/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0324 - val_loss: 0.0539\n",
|
||
"Epoch 178/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0284 - val_loss: 0.0513\n",
|
||
"Epoch 179/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0346 - val_loss: 0.0491\n",
|
||
"Epoch 180/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0309 - val_loss: 0.0530\n",
|
||
"Epoch 181/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0288 - val_loss: 0.0473\n",
|
||
"Epoch 182/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0304 - val_loss: 0.0479\n",
|
||
"Epoch 183/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0412 - val_loss: 0.0524\n",
|
||
"Epoch 184/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0367 - val_loss: 0.0464\n",
|
||
"Epoch 185/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0316 - val_loss: 0.0448\n",
|
||
"Epoch 186/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0311 - val_loss: 0.0472\n",
|
||
"Epoch 187/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0261 - val_loss: 0.0464\n",
|
||
"Epoch 188/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0293 - val_loss: 0.0466\n",
|
||
"Epoch 189/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0283 - val_loss: 0.0493\n",
|
||
"Epoch 190/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0291 - val_loss: 0.0475\n",
|
||
"Epoch 191/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0278 - val_loss: 0.0446\n",
|
||
"Epoch 192/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0341 - val_loss: 0.0459\n",
|
||
"Epoch 193/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0325 - val_loss: 0.0448\n",
|
||
"Epoch 194/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0351 - val_loss: 0.0464\n",
|
||
"Epoch 195/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0269 - val_loss: 0.0424\n",
|
||
"Epoch 196/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0315 - val_loss: 0.0465\n",
|
||
"Epoch 197/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0274 - val_loss: 0.0448\n",
|
||
"Epoch 198/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0304 - val_loss: 0.0428\n",
|
||
"Epoch 199/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0313 - val_loss: 0.0495\n",
|
||
"Epoch 200/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0304 - val_loss: 0.0429\n",
|
||
"Epoch 201/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0332 - val_loss: 0.0407\n",
|
||
"Epoch 202/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.0270 - val_loss: 0.0431\n",
|
||
"Epoch 203/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0314 - val_loss: 0.0446\n",
|
||
"Epoch 204/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0255 - val_loss: 0.0421\n",
|
||
"Epoch 205/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0318 - val_loss: 0.0435\n",
|
||
"Epoch 206/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0239 - val_loss: 0.0471\n",
|
||
"Epoch 207/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0309 - val_loss: 0.0431\n",
|
||
"Epoch 208/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0248 - val_loss: 0.0367\n",
|
||
"Epoch 209/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0233 - val_loss: 0.0426\n",
|
||
"Epoch 210/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0265 - val_loss: 0.0549\n",
|
||
"Epoch 211/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0372 - val_loss: 0.0536\n",
|
||
"Epoch 212/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0376 - val_loss: 0.0454\n",
|
||
"Epoch 213/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0275 - val_loss: 0.0472\n",
|
||
"Epoch 214/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0253 - val_loss: 0.0424\n",
|
||
"Epoch 215/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0278 - val_loss: 0.0386\n",
|
||
"Epoch 216/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0353 - val_loss: 0.0409\n",
|
||
"Epoch 217/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0335 - val_loss: 0.0425\n",
|
||
"Epoch 218/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0253 - val_loss: 0.0384\n",
|
||
"Epoch 219/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0238 - val_loss: 0.0379\n",
|
||
"Epoch 220/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0278 - val_loss: 0.0385\n",
|
||
"Epoch 221/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0204 - val_loss: 0.0389\n",
|
||
"Epoch 222/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0229 - val_loss: 0.0386\n",
|
||
"Epoch 223/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0260 - val_loss: 0.0388\n",
|
||
"Epoch 224/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0219 - val_loss: 0.0376\n",
|
||
"Epoch 225/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0196 - val_loss: 0.0382\n",
|
||
"Epoch 226/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0313 - val_loss: 0.0377\n",
|
||
"Epoch 227/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0201 - val_loss: 0.0376\n",
|
||
"Epoch 228/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0221 - val_loss: 0.0369\n",
|
||
"Epoch 229/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0185 - val_loss: 0.0368\n",
|
||
"Epoch 230/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0201 - val_loss: 0.0368\n",
|
||
"Epoch 231/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0226 - val_loss: 0.0368\n",
|
||
"Epoch 232/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0247 - val_loss: 0.0368\n",
|
||
"Epoch 233/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0191 - val_loss: 0.0368\n",
|
||
"Epoch 234/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0227 - val_loss: 0.0368\n",
|
||
"Epoch 235/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0183 - val_loss: 0.0369\n",
|
||
"Epoch 236/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0235 - val_loss: 0.0369\n",
|
||
"Epoch 237/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0248 - val_loss: 0.0369\n",
|
||
"Epoch 238/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0240 - val_loss: 0.0369\n",
|
||
"Epoch 239/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0195 - val_loss: 0.0369\n",
|
||
"Epoch 240/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0215 - val_loss: 0.0369\n",
|
||
"Epoch 241/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.0206 - val_loss: 0.0369\n",
|
||
"Epoch 242/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0274 - val_loss: 0.0368\n",
|
||
"Epoch 243/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0220 - val_loss: 0.0368\n",
|
||
"Epoch 244/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0242 - val_loss: 0.0368\n",
|
||
"Epoch 245/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0250 - val_loss: 0.0368\n",
|
||
"Epoch 246/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0191 - val_loss: 0.0368\n",
|
||
"Epoch 247/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0216 - val_loss: 0.0368\n",
|
||
"Epoch 248/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0205 - val_loss: 0.0368\n",
|
||
"Epoch 249/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0254 - val_loss: 0.0368\n",
|
||
"Epoch 250/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0183 - val_loss: 0.0368\n",
|
||
"Epoch 251/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0198 - val_loss: 0.0368\n",
|
||
"Epoch 252/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0203 - val_loss: 0.0368\n",
|
||
"Epoch 253/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0212 - val_loss: 0.0368\n",
|
||
"Epoch 254/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0188 - val_loss: 0.0368\n",
|
||
"Epoch 255/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0183 - val_loss: 0.0368\n",
|
||
"Epoch 256/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0197 - val_loss: 0.0368\n",
|
||
"Epoch 257/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0229 - val_loss: 0.0368\n",
|
||
"Epoch 258/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0215 - val_loss: 0.0368\n",
|
||
"Epoch 259/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0224 - val_loss: 0.0368\n",
|
||
"Epoch 260/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0196 - val_loss: 0.0368\n",
|
||
"Epoch 261/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0258 - val_loss: 0.0368\n",
|
||
"Epoch 262/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0253 - val_loss: 0.0368\n",
|
||
"Epoch 263/280\n",
|
||
"15/15 [==============================] - 0s 11ms/step - loss: 0.0189 - val_loss: 0.0368\n",
|
||
"Epoch 264/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0204 - val_loss: 0.0368\n",
|
||
"Epoch 265/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0193 - val_loss: 0.0368\n",
|
||
"Epoch 266/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0260 - val_loss: 0.0368\n",
|
||
"Epoch 267/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0236 - val_loss: 0.0368\n",
|
||
"Epoch 268/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0167 - val_loss: 0.0368\n",
|
||
"Epoch 269/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0253 - val_loss: 0.0368\n",
|
||
"Epoch 270/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0241 - val_loss: 0.0368\n",
|
||
"Epoch 271/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0175 - val_loss: 0.0368\n",
|
||
"Epoch 272/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0186 - val_loss: 0.0368\n",
|
||
"Epoch 273/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 0.0171 - val_loss: 0.0368\n",
|
||
"Epoch 274/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0283 - val_loss: 0.0368\n",
|
||
"Epoch 275/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0202 - val_loss: 0.0368\n",
|
||
"Epoch 276/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0186 - val_loss: 0.0368\n",
|
||
"Epoch 277/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 0.0236 - val_loss: 0.0368\n",
|
||
"Epoch 278/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 0.0258 - val_loss: 0.0368\n",
|
||
"Epoch 279/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0231 - val_loss: 0.0368\n",
|
||
"Epoch 280/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 0.0195 - val_loss: 0.0368\n",
|
||
"WARNING:tensorflow:5 out of the last 5 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f925acbf710> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n",
|
||
"COL: 比表面积, MSE: 4.64E-02,RMSE: 0.2154,MAPE: 1.9900000000000002 %,MAE: 0.1412,R_2: 0.8076\n",
|
||
"COL: 总孔体积, MSE: 7.08E-02,RMSE: 0.2661,MAPE: 26.39 %,MAE: 0.2135,R_2: 0.7685\n",
|
||
"COL: 微孔体积, MSE: 6.68E-02,RMSE: 0.2585,MAPE: 32.42 %,MAE: 0.1907,R_2: 0.5484\n",
|
||
"Epoch 1/280\n",
|
||
"15/15 [==============================] - 6s 129ms/step - loss: 4.2350 - val_loss: 4.1776\n",
|
||
"Epoch 2/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.1771 - val_loss: 4.1449\n",
|
||
"Epoch 3/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.1223 - val_loss: 4.1071\n",
|
||
"Epoch 4/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 4.0915 - val_loss: 4.0765\n",
|
||
"Epoch 5/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.0640 - val_loss: 4.0501\n",
|
||
"Epoch 6/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 4.0344 - val_loss: 4.0214\n",
|
||
"Epoch 7/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.9994 - val_loss: 3.9829\n",
|
||
"Epoch 8/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 3.9724 - val_loss: 3.9461\n",
|
||
"Epoch 9/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.9340 - val_loss: 3.9392\n",
|
||
"Epoch 10/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.9182 - val_loss: 3.8950\n",
|
||
"Epoch 11/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.8824 - val_loss: 3.8600\n",
|
||
"Epoch 12/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 3.8552 - val_loss: 3.8238\n",
|
||
"Epoch 13/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.8206 - val_loss: 3.8020\n",
|
||
"Epoch 14/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.7942 - val_loss: 3.7723\n",
|
||
"Epoch 15/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.7578 - val_loss: 3.7352\n",
|
||
"Epoch 16/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.7251 - val_loss: 3.7036\n",
|
||
"Epoch 17/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.6941 - val_loss: 3.6750\n",
|
||
"Epoch 18/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.6685 - val_loss: 3.6430\n",
|
||
"Epoch 19/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.6334 - val_loss: 3.6137\n",
|
||
"Epoch 20/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.6061 - val_loss: 3.5869\n",
|
||
"Epoch 21/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.5691 - val_loss: 3.5518\n",
|
||
"Epoch 22/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 3.5421 - val_loss: 3.5220\n",
|
||
"Epoch 23/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.5133 - val_loss: 3.4925\n",
|
||
"Epoch 24/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.4835 - val_loss: 3.4649\n",
|
||
"Epoch 25/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.4501 - val_loss: 3.4398\n",
|
||
"Epoch 26/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.4284 - val_loss: 3.4076\n",
|
||
"Epoch 27/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 3.3958 - val_loss: 3.3724\n",
|
||
"Epoch 28/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.3619 - val_loss: 3.3404\n",
|
||
"Epoch 29/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.3317 - val_loss: 3.3143\n",
|
||
"Epoch 30/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.3014 - val_loss: 3.2824\n",
|
||
"Epoch 31/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.2694 - val_loss: 3.2526\n",
|
||
"Epoch 32/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.2441 - val_loss: 3.2212\n",
|
||
"Epoch 33/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.2127 - val_loss: 3.1935\n",
|
||
"Epoch 34/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.1830 - val_loss: 3.1647\n",
|
||
"Epoch 35/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.1553 - val_loss: 3.1322\n",
|
||
"Epoch 36/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 3.1277 - val_loss: 3.1093\n",
|
||
"Epoch 37/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 3.1034 - val_loss: 3.0807\n",
|
||
"Epoch 38/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.0715 - val_loss: 3.0497\n",
|
||
"Epoch 39/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.0388 - val_loss: 3.0153\n",
|
||
"Epoch 40/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 3.0073 - val_loss: 2.9840\n",
|
||
"Epoch 41/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.9731 - val_loss: 2.9659\n",
|
||
"Epoch 42/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.9443 - val_loss: 2.9278\n",
|
||
"Epoch 43/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.9167 - val_loss: 2.8959\n",
|
||
"Epoch 44/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.8854 - val_loss: 2.8698\n",
|
||
"Epoch 45/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.8597 - val_loss: 2.8404\n",
|
||
"Epoch 46/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.8206 - val_loss: 2.8021\n",
|
||
"Epoch 47/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.7924 - val_loss: 2.7780\n",
|
||
"Epoch 48/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.7626 - val_loss: 2.7478\n",
|
||
"Epoch 49/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.7273 - val_loss: 2.7211\n",
|
||
"Epoch 50/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.7038 - val_loss: 2.6861\n",
|
||
"Epoch 51/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.6716 - val_loss: 2.6589\n",
|
||
"Epoch 52/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.6406 - val_loss: 2.6293\n",
|
||
"Epoch 53/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.6130 - val_loss: 2.5971\n",
|
||
"Epoch 54/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.5839 - val_loss: 2.5632\n",
|
||
"Epoch 55/280\n",
|
||
"15/15 [==============================] - 0s 12ms/step - loss: 2.5519 - val_loss: 2.5352\n",
|
||
"Epoch 56/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.5227 - val_loss: 2.5058\n",
|
||
"Epoch 57/280\n",
|
||
"15/15 [==============================] - 0s 13ms/step - loss: 2.4997 - val_loss: 2.4834\n",
|
||
"Epoch 58/280\n",
|
||
"15/15 [==============================] - 0s 15ms/step - loss: 2.4671 - val_loss: 2.4525\n",
|
||
"Epoch 59/280\n",
|
||
"15/15 [==============================] - 0s 14ms/step - loss: 2.4349 - val_loss: 2.4193\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"total_bet = list()\n",
|
||
"total_micro = list()\n",
|
||
"total_mesco = list()\n",
|
||
"for train_index, test_index in kf.split(use_data):\n",
|
||
" test = use_data.iloc[test_index].copy()\n",
|
||
" train = use_data.iloc[train_index].copy()\n",
|
||
" train, valid = train_test_split(train, test_size=0.2, random_state=42, shuffle=True)\n",
|
||
" prediction_model = get_prediction_model()\n",
|
||
" trainable_model = get_trainable_model(prediction_model)\n",
|
||
" X = np.expand_dims(train[feature_cols].values, axis=1)\n",
|
||
" Y = [x for x in train[out_cols].values.T]\n",
|
||
" Y_valid = [x for x in valid[out_cols].values.T]\n",
|
||
" X_valid = np.expand_dims(valid[feature_cols].values, axis=1)\n",
|
||
" trainable_model.compile(optimizer='adam', loss=None)\n",
|
||
" hist = trainable_model.fit([X, Y[0], Y[1], Y[2]], epochs=280, batch_size=8, verbose=1, \n",
|
||
" validation_data=[X_valid, Y_valid[0], Y_valid[1], Y_valid[2]],\n",
|
||
" callbacks=[reduce_lr]\n",
|
||
" )\n",
|
||
" rst = prediction_model.predict(np.expand_dims(test[feature_cols], axis=1))\n",
|
||
" pred_rst = pd.DataFrame.from_records(np.squeeze(np.asarray(rst), axis=2).T, columns=out_cols)\n",
|
||
" real_rst = test[out_cols].copy()\n",
|
||
" for col in out_cols:\n",
|
||
" pred_rst[col] = pred_rst[col] * (maxs[col] - mins[col]) + mins[col]\n",
|
||
" real_rst[col] = real_rst[col] * (maxs[col] - mins[col]) + mins[col]\n",
|
||
" pred_rst['比表面积'] = np.expm1(pred_rst['比表面积'])\n",
|
||
" real_rst['比表面积'] = np.expm1(real_rst['比表面积'])\n",
|
||
" y_pred_pm25 = pred_rst['比表面积'].values.reshape(-1,)\n",
|
||
" y_pred_pm10 = pred_rst['总孔体积'].values.reshape(-1,)\n",
|
||
" y_pred_so2 = pred_rst['微孔体积'].values.reshape(-1,)\n",
|
||
" y_true_pm25 = real_rst['比表面积'].values.reshape(-1,)\n",
|
||
" y_true_pm10 = real_rst['总孔体积'].values.reshape(-1,)\n",
|
||
" y_true_so2 = real_rst['微孔体积'].values.reshape(-1,)\n",
|
||
" bet_eva = print_eva(y_true_pm25, y_pred_pm25, tp='比表面积')\n",
|
||
" mesco_eva = print_eva(y_true_pm10, y_pred_pm10, tp='总孔体积')\n",
|
||
" micro_eva = print_eva(y_true_so2, y_pred_so2, tp='微孔体积')\n",
|
||
" total_bet.append(bet_eva)\n",
|
||
" total_mesco.append(mesco_eva)\n",
|
||
" total_micro.append(micro_eva)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "54c1df2c-c297-4b8d-be8a-3a99cff22545",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"train, valid = train_test_split(use_data[use_cols], test_size=0.3, random_state=42, shuffle=True)\n",
|
||
"valid, test = train_test_split(valid, test_size=0.3, random_state=42, shuffle=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "e7a914da-b9c2-40d9-96e0-459b0888adba",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"prediction_model = get_prediction_model()\n",
|
||
"trainable_model = get_trainable_model(prediction_model)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "4f832a1e-48e2-4467-b381-35b9d2f1271a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"prediction_model.summary()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "2494ef5a-5b2b-4f11-b6cd-dc39503c9106",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X = np.expand_dims(train[feature_cols].values, axis=1)\n",
|
||
"Y = [x for x in train[out_cols].values.T]\n",
|
||
"Y_valid = [x for x in valid[out_cols].values.T]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "32cd89b1-3379-4c40-92f9-e5426c8b229d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X_valid = np.expand_dims(valid[feature_cols].values, axis=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "cf869e4d-0fce-45a2-afff-46fd9b30fd1c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"trainable_model.compile(optimizer='adam', loss=None)\n",
|
||
"hist = trainable_model.fit([X, Y[0], Y[1], Y[2]], epochs=280, batch_size=8, verbose=1, \n",
|
||
" validation_data=[X_valid, Y_valid[0], Y_valid[1], Y_valid[2]],\n",
|
||
" callbacks=[reduce_lr]\n",
|
||
" )"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "67bfbe88-5f2c-4659-b2dc-eb9f1b824d04",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"rst = prediction_model.predict(np.expand_dims(test[feature_cols], axis=1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "7de501e9-05a2-424c-a5f4-85d43ad37592",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"[np.exp(K.get_value(log_var[0]))**0.5 for log_var in trainable_model.layers[-1].log_vars]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "b0d5d8ad-aadd-4218-b5b7-9691a2d3eeef",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pred_rst = pd.DataFrame.from_records(np.squeeze(np.asarray(rst), axis=2).T, columns=out_cols)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "0a2bcb45-da86-471b-a61d-314e29430d6a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"real_rst = test[out_cols].copy()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "e124f7c0-fdd5-43b9-b649-ff7d9dd59641",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"for col in out_cols:\n",
|
||
" pred_rst[col] = pred_rst[col] * (maxs[col] - mins[col]) + mins[col]\n",
|
||
" real_rst[col] = real_rst[col] * (maxs[col] - mins[col]) + mins[col]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "82cca0af-4aef-47d5-830a-04a51837c005",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pred_rst['比表面积'] = np.expm1(pred_rst['比表面积'])\n",
|
||
"real_rst['比表面积'] = np.expm1(real_rst['比表面积'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "5c69d03b-34fd-4dbf-aec6-c15093bb22ab",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"real_rst.columns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "21739f82-d82a-4bde-8537-9504b68a96d5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"y_pred_pm25 = pred_rst['比表面积'].values.reshape(-1,)\n",
|
||
"y_pred_pm10 = pred_rst['总孔体积'].values.reshape(-1,)\n",
|
||
"y_pred_so2 = pred_rst['微孔体积'].values.reshape(-1,)\n",
|
||
"y_true_pm25 = real_rst['比表面积'].values.reshape(-1,)\n",
|
||
"y_true_pm10 = real_rst['总孔体积'].values.reshape(-1,)\n",
|
||
"y_true_so2 = real_rst['微孔体积'].values.reshape(-1,)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "4ec4caa9-7c46-4fc8-a94b-cb659e924304",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pm25_eva = print_eva(y_true_pm25, y_pred_pm25, tp='比表面积')\n",
|
||
"pm10_eva = print_eva(y_true_pm10, y_pred_pm10, tp='总孔体积')\n",
|
||
"so2_eva = print_eva(y_true_so2, y_pred_so2, tp='微孔体积')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "ac4a4339-ec7d-4266-8197-5276c2395288",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "f15cbb91-1ce7-4fb0-979a-a4bdc452a1ec",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "python37",
|
||
"language": "python",
|
||
"name": "python37"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.7.16"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|