import matplotlib.pyplot as plt
plt.rcParams["font.sans-serif"] = ["SimHei"] # 用来正常显示中文标签
plt.rcParams["axes.unicode_minus"] = False # 用来正常显示负号from sklearn.preprocessing import MinMaxScaler
# 归一化
scaler = MinMaxScaler(feature_range=(0, 1))
data_normalized = scaler.fit_transform(data)
# 反归一化预测结果 6 是X的特征维度
prediction_copies_array = np.repeat(predicted.detach().cpu().numpy(), 6, axis=-1)
predicted_cpu = predicted.detach().cpu().numpy()
predicted_np = scaler.inverse_transform(
np.reshape(prediction_copies_array, (len(predicted_cpu), 6))
)[:, 0]
y_test_copies_array = np.repeat(y_test_tensor.detach().cpu().numpy(), 6, axis=-1)
y_test_cpu = y_test_tensor.detach().cpu().numpy()
y_test_np = scaler.inverse_transform(
np.reshape(y_test_copies_array, (len(y_test_cpu), 6))
)[:, 0]conda install pytorch torchvision torchaudio pytorch-cuda=12.4 -c pytorch -c nvidiacheck
import torch
print(torch.cuda.is_available())Microsoft Visual C++ 14.0 or greater is required. Get it with "Microsoft C++ Build Tools": https://visualstudio.microsoft.com/visual-cpp-build-tools/
.\vs_buildtools.exe --norestart --passive --downloadThenInstall --includeRecommended --add Microsoft.VisualStudio.Workload.NativeDesktop --add Microsoft.VisualStudio.Workload.VCTools --add Microsoft.VisualStudio.Workload.MSBuildToolsgit clone https://mirrors4.tuna.tsinghua.edu.cn/git/ohmyzsh.git
cd ohmyzsh/tools
REMOTE=https://mirrors4.tuna.tsinghua.edu.cn/git/ohmyzsh.git sh install.shcd ~
vim .condarcchannels:
- defaults
show_channel_urls: true
default_channels:
- https://mirror.bjtu.edu.cn/anaconda/pkgs/main
- https://mirror.bjtu.edu.cn/anaconda/pkgs/r
- https://mirror.bjtu.edu.cn/anaconda/pkgs/msys2
custom_channels:
conda-forge: https://mirror.bjtu.edu.cn/anaconda/cloud
pytorch: https://mirror.bjtu.edu.cn/anaconda/cloudpip config set global.index-url https://mirrors.bfsu.edu.cn/pypi/web/simplehttps://mirrors.bfsu.edu.cn/help
need add to last with .bashrc or .zshrc
# wsl2 proxy
export hostip=$(cat /etc/resolv.conf |grep -oP '(?<=nameserver\ ).*')
# export hostip=127.0.0.1
#export https_proxy="http://${hostip}:7890"
#export http_proxy="http://${hostip}:7890"
#export all_proxy="socks5://${hostip}:7890"
#export ALL_PROXY="socks5://${hostip}:7890"
# 默认不开启代理，可通过unproxy 和proxy 别名命令 关闭或开启代理
alias proxy='export https_proxy="http://${hostip}:7890";export http_proxy="http://${hostip}:7890";export all_proxy="socks5://${hostip}:7890";export ALL_PROXY="socks5://${hostip}:7890";'
alias unproxy='unset https_proxy; unset http_proxy; unset all_proxy; unset ALL_PROXY;'if you use .wslconfig with experimental you need change hostip=127.0.0.1
[wsl2]
[experimental]
networkingMode=mirroredmkdir -p ~/miniconda3
wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda3/miniconda.sh
bash ~/miniconda3/miniconda.sh -b -u -p ~/miniconda3
rm -rf ~/miniconda3/miniconda.sh
~/miniconda3/bin/conda init bash
~/miniconda3/bin/conda init zshsolution page:microsoft/WSL#4177 (comment)
save code like fix_wsl.ps1, then run it with powershell administrator .\fix_wsl.ps1
#Requires -RunAsAdministrator
# Fix for https://github.com/microsoft/WSL/issues/4177
$MethodDefinition = @'
[DllImport("ws2_32.dll", CharSet = CharSet.Unicode)]
public static extern int WSCSetApplicationCategory([MarshalAs(UnmanagedType.LPWStr)] string Path, uint PathLength, [MarshalAs(UnmanagedType.LPWStr)] string Extra, uint ExtraLength, uint PermittedLspCategories, out uint pPrevPermLspCat, out int lpErrno);
'@
$Ws2Spi = Add-Type -MemberDefinition $MethodDefinition -Name 'Ws2Spi' -PassThru
$WslLocation = Get-AppxPackage MicrosoftCorporationII.WindowsSubsystemForLinux | Select-Object -expand InstallLocation
$Executables = ("wsl.exe", "wslservice.exe");
foreach ($Exe in $Executables) {
$ExePath = "${WslLocation}\${Exe}";
$ExePathLength = $ExePath.Length;
$PrevCat = $null;
$ErrNo = $null;
if ($Ws2Spi::WSCSetApplicationCategory($ExePath, $ExePathLength, $null, 0, [uint32]"0x80000000", [ref] $PrevCat, [ref] $ErrNo) -eq 0) {
Write-Output "Added $ExePath!";
}
}then
taskkill -IM "wslservice.exe" /Ffrom selenium import webdriver
from selenium.webdriver.edge.service import Service as EdgeService
from webdriver_manager.microsoft import EdgeChromiumDriverManager
option = webdriver.EdgeOptions()
# make sure change C:/Users/chen/AppData/Local/Microsoft/Edge/User Data to your own profile address,you can find it with edge in edge://version
option.add_argument("user-data-dir=C:/Users/chen/AppData/Local/Microsoft/Edge/User Data")
option.add_argument("--start-maximized")
driver = webdriver.Edge(service=EdgeService(EdgeChromiumDriverManager().install()),options=option)