mirror of
https://github.com/ZhangXinNan/DL-with-Python-and-PyTorch2.git
synced 2025-10-20 23:34:18 +08:00
1541 lines
109 KiB
Plaintext
1541 lines
109 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 5.7GPU加速"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### 5.7.1 单GPU加速"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import torch\n",
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"\n",
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"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
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"#for batch_idx, (img, label) in enumerate(train_loader):\n",
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"# img=img.to(device)\n",
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"# label=label.to(device)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"#实例化网络\n",
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"#model = Net()\n",
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"#model.to(device) #使用序号为0的GPU\n",
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"#或model.to(device1) #使用序号为1的GPU"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### 5.7.2 多GPU加速"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"from sklearn.datasets import load_boston\n",
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"from sklearn.model_selection import train_test_split\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"import torch\n",
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"import torch.nn as nn\n",
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"import torch.nn.functional as F\n",
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"import torch.optim as optim\n",
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"\n",
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"\n",
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"\n",
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"boston = load_boston()\n",
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"X,y = (boston.data, boston.target)\n",
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"dim = X.shape[1]\n",
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"\n",
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"\n",
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"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n",
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"#组合训练数据及标签\n",
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"myset = list(zip(X_train,y_train))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"#对训练数据进行标准化\n",
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"mean=X_train.mean(axis=0)\n",
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"std=X_train.std(axis=0)\n",
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"X_train-=mean\n",
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"X_train/=std\n",
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"\n",
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"X_test-=mean\n",
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"X_test/=std"
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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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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"#实例化模型\n",
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"device_ids =[0,1,2,3]\n",
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"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
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"dtype = torch.FloatTensor\n",
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"#train_data=nn.DataParallel(torch.from_numpy(X_train).type(dtype))\n",
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"train_data=torch.from_numpy(X_train).type(dtype).to(device)\n",
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"train_target=torch.from_numpy(y_train).type(dtype).to(device)\n",
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"test_data=torch.from_numpy(X_test).type(dtype).to(device)\n",
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"test_target=torch.from_numpy(y_test).type(dtype).to(device)"
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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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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"from torch.utils import data\n",
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"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
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"dtype = torch.FloatTensor\n",
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"\n",
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"train_loader = data.DataLoader(myset,batch_size=128,shuffle=True)\n"
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]
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},
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{
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"cell_type": "markdown",
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||
"metadata": {},
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"source": [
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"构建网络"
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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": 7,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"class Net1(nn.Module):\n",
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" \"\"\"\n",
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" 使用sequential构建网络，Sequential()函数的功能是将网络的层组合到一起\n",
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" \"\"\"\n",
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" def __init__(self, in_dim, n_hidden_1, n_hidden_2, out_dim):\n",
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" super(Net1, self).__init__()\n",
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" self.layer1 = torch.nn.Sequential(nn.Linear(in_dim, n_hidden_1))\n",
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" self.layer2 = torch.nn.Sequential(nn.Linear(n_hidden_1, n_hidden_2))\n",
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" self.layer3 = torch.nn.Sequential(nn.Linear(n_hidden_2, out_dim))\n",
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" \n",
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" \n",
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" def forward(self, x):\n",
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" x1 = F.relu(self.layer1(x))\n",
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" x1 = F.relu(self.layer2(x1))\n",
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" x2 = self.layer3(x1)\n",
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" #显示每个GPU分配的数据大小\n",
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" print(\"\\tIn Model: input size\", x.size(),\"output size\", x2.size())\n",
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" return x2\n",
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"\n"
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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": 8,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Let's use 2 GPUs\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"DataParallel(\n",
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" (module): Net1(\n",
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" (layer1): Sequential(\n",
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" (0): Linear(in_features=13, out_features=16, bias=True)\n",
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" )\n",
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" (layer2): Sequential(\n",
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" (0): Linear(in_features=16, out_features=32, bias=True)\n",
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" )\n",
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" (layer3): Sequential(\n",
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" (0): Linear(in_features=32, out_features=1, bias=True)\n",
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" )\n",
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" )\n",
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")"
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]
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},
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||
"execution_count": 8,
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"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
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||
"source": [
|
||
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
|
||
"#实例化网络\n",
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"model = Net1(13, 16, 32, 1)\n",
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"if torch.cuda.device_count() > 1:\n",
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" print(\"Let's use\", torch.cuda.device_count(), \"GPUs\")\n",
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" # dim = 0 [64, xxx] -> [32, ...], [32, ...] on 2GPUs\n",
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" model = nn.DataParallel(model)\n",
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"\n",
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"model.to(device)\n"
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]
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},
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||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
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||
"source": [
|
||
"optimizer_orig = torch.optim.Adam(model.parameters(), lr=0.01)\n",
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||
"loss_func = torch.nn.MSELoss()"
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]
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},
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||
{
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||
"cell_type": "markdown",
|
||
"metadata": {},
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||
"source": [
|
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"模型训练，并可视化损失值"
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||
]
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||
},
|
||
{
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||
"cell_type": "code",
|
||
"execution_count": 10,
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||
"metadata": {},
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||
"outputs": [
|
||
{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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" torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
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||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
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"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
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"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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|
||
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||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
]
|
||
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|
||
{
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size\tIn Model: input size torch.Size([10, 1])\n",
|
||
" torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
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|
||
{
|
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|
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"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
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|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size \tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n"
|
||
]
|
||
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|
||
{
|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size \tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" torch.Size([64, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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||
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|
||
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|
||
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||
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|
||
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|
||
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||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
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|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" torch.Size([64, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
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|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
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||
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||
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|
||
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||
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||
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|
||
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||
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|
||
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||
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|
||
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||
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||
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|
||
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|
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||
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|
||
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||
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||
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||
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||
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||
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|
||
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||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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||
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|
||
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|
||
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||
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||
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|
||
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||
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||
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|
||
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||
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||
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|
||
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||
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||
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|
||
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||
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|
||
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|
||
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||
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||
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|
||
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||
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||
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|
||
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||
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|
||
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|
||
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||
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|
||
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|
||
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||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
" torch.Size([64, 1])\n",
|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
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|
||
{
|
||
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|
||
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|
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
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|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
" torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) \tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size \tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13])\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
" output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"\tIn Model: input size torch.Size([64, 13]) output size torch.Size([64, 1])\n",
|
||
"Outside: input size torch.Size([128, 13]) output_size torch.Size([128, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n",
|
||
"\tIn Model: input size torch.Size([10, 13]) output size torch.Size([10, 1])\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Outside: input size torch.Size([20, 13]) output_size torch.Size([20, 1])\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from tensorboardX import SummaryWriter\n",
|
||
"writer = SummaryWriter(log_dir='logs')\n",
|
||
"for epoch in range(100): \n",
|
||
" model.train()\n",
|
||
" for data,label in train_loader:\n",
|
||
" input = data.type(dtype).to(device)\n",
|
||
" label = label.type(dtype).to(device)\n",
|
||
" output = model(input) \n",
|
||
" loss = loss_func(output, label)\n",
|
||
" # 反向传播\n",
|
||
" optimizer_orig.zero_grad()\n",
|
||
" loss.backward()\n",
|
||
" optimizer_orig.step()\n",
|
||
" print(\"Outside: input size\", input.size() ,\"output_size\", output.size())\n",
|
||
" writer.add_scalar('train_loss_paral',loss, epoch)"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.7.4"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|