PaddleRS 1.0.0版本安装
PaddleRS是百度飞桨、遥感科研院所及相关高校共同开发的基于飞桨的遥感影像智能解译开发套件，
支持图像分割、目标检测、场景分类、变化检测、图像复原等常见遥感任务。
PaddleRS致力于帮助遥感领域科研从业者快速完成算法的研发、验证和调优。
同时，PaddleRS也期望助力投身于产业实践的开发者，
便捷地实现从数据预处理到模型部署的全流程遥感深度学习应用。
一、安装PaddleRS 1.0.0
安装前环境：
bash
python3.9.13+paddlepaddle-gpu2.4.2+cuda11.7版本
matplotlib3.5.0 +opencv4.4.0+numpy1.19.5安装后到环境目录中
bash
D:\ProgramData\conda\cwgis\Lib\site-packages\paddlers-1.0.0-py3.9.egg需要安装的依赖包列表：
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需要安装的依赖包列表：
pip install scikit-learn==0.24.2 #安装成功OK
conda install gdal==3.4.0 #安装成功OK
conda install pillow==9.0.1 #安装成功OK
conda install numpy==1.22.0 #安装成功OK，测试安装没报问题ImportError: numpy.core.multiarray failed to import
conda install opencv==4.4.0 #安装成功OK 测试代码可用
conda install filterpy==1.4.5 #安装成功 OK
pip install opencv-contrib-python==4.4.0.46 #安装成功OK 选择与opencv4.4.0版本一致下载安装源代码 paddleRS 1.0.0
https://github.com/PaddlePaddle/PaddleRS.git
下载zip 解压PaddleRS-1.0.0版本
特别注意：#由develop 改为1.0.0
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修改PaddleRS-1.0.0/paddlers/__init__.py/__version__ = '1.0.0' 打开终端路径：
激活环境
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conda activate d:\programdata\conda\cwgis
conda deactivate #关闭环境(d:\programdata\conda\cwgis) PS E:\project\python\RS\PaddleRS-1.0.0>
bash
pip install -r requirements.txt
python setup.py install安装完成结果信息：
Finished processing dependencies for paddlers==1.0.0
安装到环境目录中
D:\ProgramData\conda\cwgis\Lib\site-packages\paddlers-1.0.0-py3.9.egg
bash
移除conda 默认安装源
conda config --remove channels defaults
恢复默认（清理所有自行安装的源）：
conda config --remove-key channels
conda config --show-sources安装下载源
bash
采用中科大源
conda config --add channels https://mirrors.ustc.edu.cn/anaconda/pkgs/free/
conda config --add channels https://mirrors.ustc.edu.cn/anaconda/pkgs/main/
conda config --add channels https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge/
bash
添加清华源：
conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/
conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main/
conda config --set show_channel_urls yes
bash
conda config --remove-key channels
pip安装国内镜像源
阿里云 http://mirrors.aliyun.com/pypi/simple/
豆瓣http://pypi.douban.com/simple/
清华大学 https://pypi.tuna.tsinghua.edu.cn/simple/
中国科学技术大学 http://pypi.mirrors.ustc.edu.cn/simple/
华中科技大学http://pypi.hustunique.com/
conda config --add channels http://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/
conda安装例如：更换清华源为中科大源
https://mirrors.ustc.edu.cn/anaconda/pkgs/free/
https://mirrors.ustc.edu.cn/anaconda/pkgs/main/
https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge/
conda config --add channels https://mirrors.ustc.edu.cn/anaconda/pkgs/free/
conda config --add channels https://mirrors.ustc.edu.cn/anaconda/pkgs/main/
conda config --add channels https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge/二、安装过程报错信息修复问题分析
1、快速安装需要依赖包
bash
pip install -r requirements.txt -i https://pypi.tuna.tsinghua.edu.cn/simple/
如果报错：
pip install -r requirements.txt2、可能需要安装 Microsoft C++ Build Tools
error: Microsoft Visual C++ 14.0 or greater is required. Get it with "Microsoft C++ Build Tools": https://visualstudio.microsoft.com/visual-cpp-build-tools/
安装c++14.0的buildTools
vs2019安装两项条件+多几项条件
bash
window11 sdk或window10 sdk
MSVC V142-VS 2019 C++ x64/x86 生成工具(v1
用于Windows的C++ CMake 工具
测试工具核心功能 -生成工具
C++ AddressSanitizer(实验性)https://wiki.python.org/moin/WindowsCompilers
3、 安装pip install scikit-learn==0.23.2报错问题
bash
报错安装0.23.2版本信息pip install scikit-learn==0.23.2
ERROR: Failed building wheel for scikit-learn
ERROR: Could not build wheels for scikit-learn, which is required to install pyproject.toml-based projects
PermissionError: [WinError 5] 拒绝访问。
解决办法：pip install scikit-learn==0.24.2
对d:\programdata\conda\cwgis进行everyone用户授权
对d:\programdata\adaconda3进行everyone用户授权
关闭安全软件如360安全卫士等
pip install scikit-learn==0.24.2
conda install numpy==1.19.5 #报错
pip install numpy==1.19.5 #报错 需要最底版本1.21.6
pip install numpy==1.21.6 #安装成功
pip install numpy==1.22.0 #安装成功 OK
pip install -r requirements.txt
---------------------------------------
Successfully installed Babel-2.12.1 Flask-Babel-3.1.0 MarkupSafe-2.1.3 PyWavelets-1.4.1 Werkzeug-2.3.7 bce-python-sdk-0.8.90 blinker-1.6.2 branca-0.6.0 chardet-5.2.0 click-8.1.7 colorama-0.4.6 cython-3.0.0 easydict-1.10 et-xmlfile-1.1.0 filelock-3.12.2 flask-2.3.2 foliume-0.0.1 future-0.18.3 geojson-3.0.1 imageio-2.31.1 importlib-metadata-6.8.0 itsdangerous-2.1.2 jinja2-3.1.2 lap-0.4.0 lazy_loader-0.3 llvmlite-0.40.1 motmetrics-1.4.0 munch-4.0.0 natsort-8.4.0 networkx-3.1 numba-0.57.1 numpy-1.24.4 opencv-contrib-python-4.8.0.76 openpyxl-3.1.2 paddleslim-2.3.4 pandas-2.0.3 pillow-10.0.0 psutil-5.9.5 pycocotools-2.0.7 pycryptodome-3.18.0 pytz-2023.3 pyyaml-6.0.1 pyzmq-25.1.1 rarfile-4.0 scikit-image-0.21.0 shapely-2.0.1 tifffile-2023.8.12 tqdm-4.66.1 tzdata-2023.3 visualdl-2.5.3 xmltodict-0.13.0 zipp-3.16.2
因为pip install -r requirements.txt
numpy 被动升级为 1.24.4
需要降级为
pip install numpy==1.22.0 #安装成功 OK4、测试代码报pillow版本不兼容问题
报错信息：ImportError: DLL load failed while importing _imaging: 找不到指定的模块。
分析原因：
上面安装pip install -r requirements.txt时pip模式强制升级了pillow==10.0.0,需要降级为8.4.0
bash
解决办法：
conda install pillow==9.0.1 #安装成功
error: Pillow 8.4.0 is installed but pillow>=9.0.1 is required by {'scikit-image'}
pip show Pillow #已安装的Version: 10.0.0
conda search pillow
#最新版本=10.0.0
---------------------------------------------------
10.0.0
/9.5.0 /9.4.0 /9.3.0 /9.2.0 /9.1.1 /9.1.0 /9.0.1 /9.0.0
/8.4.0 /8.3.2 /8.3.1 /8.2.0 /8.1.2 /8.1.1 /8.1.0 /8.0.1 /8.0.0
/7.2.0 /7.1.2 /7.1.1 /7.0.0
/6.2.2 /6.2.1
/6.1.0 /6.0.0
/5.4.1 /5.4.0
/5.3.0 /5.3.0 /5.1.0 /5.0.0
/4.3.0 /4.2.1 /4.2.0 /4.1.0 /4.0.0
3.4.2 3.4.1 3.4.0 3.3.1 3.3.0 3.2.0 3.1.1 3.1.0 3.0.0
2.9.0 2.8.2 2.8.1 2.7.0 2.5.1 2.1.0
---------------------------------------------------
先卸载pillow10.0.0版本
pip uninstall pillow==10.0.0
重新选择兼容性安装conda方式
conda install pillow==9.5.0 #慢，
conda install pillow==8.4.0 #安装成功
conda install pillow==8.1.0 #百度AI说 8.1.0与paddle2.4.2版本兼容
安装报错信息：error: Pillow 8.4.0 is installed but pillow>=9.0.1 is required by {'scikit-image'}
conda install pillow==9.0.1 #安装成功 OK5、报numpy兼容性问题
报错ImportError: numpy.core.multiarray failed to import
conda install numpy==1.22.0 #安装成功OK
bash
pip uninstall numpy==1.21.6
pip install numpy==1.21.6
兼容性安装
conda install numpy==1.21.6 #报错ImportError: numpy.core.multiarray failed to import
conda install numpy==1.22.0 #安装成功OK，测试安装没报问题ImportError: numpy.core.multiarray failed to import6、报gdal兼容性问题
conda install gdal==3.4.0 #安装成功OK
bash
conda install gdal==3.4.0 #安装成功OK
paddleRS1.0.0版本 要求： GDAL >= 3.1.3
分析gdal版本兼容性问题
conda search gdal
最新版本3.7.1 / 3.7.0 /3.6.4 /3.6.1 /3.6.0 /3.5.3 /3.5.2 /3.5.0 /3.4.0 /...
推荐使用conda进行安装:
conda install gdal #慢，报兼容性错误信息
conda install gdal==3.7.0 #慢，报兼容性错误信息
conda install gdal==3.6.0 #慢，报兼容性错误信息
conda install gdal==3.5.3 #慢，报兼容性错误信息
conda install gdal==3.5.0 #安装成功
conda install gdal==3.4.0 #安装成功 OK7、报opencv-contrib-python兼容性问题
pip install opencv-contrib-python==4.4.0.46 #选择与opencv4.4.0版本一致
bash
安装报错问题：
TypeError: 'numpy._DTypeMeta' object is not subscriptable
pip uninstall opencv-contrib-python==4.8.0.76
conda install opencv-contrib-python==4.4.0 #conda没有opencv-contrib-python包
pip install opencv-contrib-python==4.4.0.46 #选择与opencv4.4.0版本一致8、报opencv兼容性问题
conda install opencv==4.4.0 #安装成功 测试代码可用
bash
重新安装opencv==4.4.0
conda search opencv
可安装列表 4.5.4 4.5.4 4.5.3 4.5.2 4.5.1 4.4.0 ...
conda install opencv==4.5.5 #安装成功 测试代码报错，找不到cv2 原因可能为：与安装环境和python3.9.13版本有冲突
conda install opencv==4.5.4 #安装失败，与安装环境和python3.9.13版本有冲突
conda install opencv==4.5.3 #安装失败，与安装环境和python3.9.13版本有冲突
4.4.0安装成功 测试代码可用
conda install opencv==4.4.0 #安装成功 测试代码可用9、报 filterpy包依赖性问题
Warning: Unable to use OC-SORT, please install filterpy, for example: pip install filterpy, see https://github.com/rlabbe/filterpy
conda install filterpy==1.4.5 #安装成功 OK
bash
#pip install filterpy==1.4.5
分析版本情况：
conda search filterpy
1.4.5 1.4.4 1.4.1 1.0.0
安装
conda install filterpy==1.4.5 #安装成功 OK三、安装完成后环境conda list列表情况
已安装包名称，已安装版本号，安装通道
bash
#===================================================
(d:\programdata\conda\cwgis) PS D:\ProgramData\Anaconda3> conda list
# packages in environment at d:\programdata\conda\cwgis:
#
# Name Version Build Channel
astor 0.8.1 pyh9f0ad1d_0 conda-forge
babel 2.12.1 pypi_0 pypi
bce-python-sdk 0.8.90 pypi_0 pypi
blinker 1.6.2 pypi_0 pypi
blosc 1.21.4 hdccc3a2_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
boost-cpp 1.74.0 h9f4b32c_8 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
branca 0.6.0 pypi_0 pypi
brotli 1.0.9 hcfcfb64_9 conda-forge
brotli-bin 1.0.9 hcfcfb64_9 conda-forge
brotli-python 1.0.9 py39h99910a6_9 conda-forge
bzip2 1.0.8 h8ffe710_4 conda-forge
ca-certificates 2023.7.22 h56e8100_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
cairo 1.16.0 h15b3021_1010 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
certifi 2023.7.22 pypi_0 pypi
cfitsio 4.0.0 hd67004f_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
chardet 5.2.0 pypi_0 pypi
charset-normalizer 3.2.0 pyhd8ed1ab_0 conda-forge
click 8.1.7 pypi_0 pypi
colorama 0.4.6 pypi_0 pypi
cudatoolkit 11.7.1 haa0b59a_12 conda-forge
cudnn 8.4.1.50 hf5f08ae_0 conda-forge
curl 8.1.2 h68f0423_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
cycler 0.11.0 pyhd8ed1ab_0 conda-forge
cython 3.0.0 pypi_0 pypi
decorator 5.1.1 pyhd8ed1ab_0 conda-forge
easydict 1.10 pypi_0 pypi
et-xmlfile 1.1.0 pypi_0 pypi
expat 2.5.0 h63175ca_1 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
filelock 3.12.2 pypi_0 pypi
flask 2.3.2 pypi_0 pypi
flask-babel 3.1.0 pypi_0 pypi
foliume 0.0.1 pypi_0 pypi
font-ttf-dejavu-sans-mono 2.37 hab24e00_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
font-ttf-inconsolata 3.000 h77eed37_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
font-ttf-source-code-pro 2.038 h77eed37_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
font-ttf-ubuntu 0.83 hab24e00_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
fontconfig 2.14.2 hbde0cde_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
fonts-conda-ecosystem 1 0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
fonts-conda-forge 1 0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
fonttools 4.42.0 py39ha55989b_0 conda-forge
freetype 2.12.1 h546665d_1 conda-forge
freexl 1.0.6 h67ca5e6_1 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
future 0.18.3 pypi_0 pypi
gdal 3.4.0 py39h3f5efd6_13 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
geojson 3.0.1 pypi_0 pypi
geos 3.10.1 h39d44d4_1 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
geotiff 1.7.0 h144821f_6 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
gettext 0.21.1 h5728263_0 conda-forge
glib 2.76.4 h12be248_0 conda-forge
glib-tools 2.76.4 h12be248_0 conda-forge
gst-plugins-base 1.22.5 h001b923_0 conda-forge
gstreamer 1.22.5 hb4038d2_0 conda-forge
hdf4 4.2.15 h1b1b6ef_5 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
hdf5 1.12.1 nompi_h2a0e4a3_104 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
icu 69.1 h0e60522_0 conda-forge
idna 3.4 pyhd8ed1ab_0 conda-forge
imageio 2.31.1 pypi_0 pypi
importlib-metadata 6.8.0 pypi_0 pypi
intel-openmp 2023.2.0 h57928b3_49496 conda-forge
itsdangerous 2.1.2 pypi_0 pypi
jbig 2.1 h8d14728_2003 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
jinja2 3.1.2 pypi_0 pypi
joblib 1.3.2 pypi_0 pypi
jpeg 9e hcfcfb64_3 conda-forge
kealib 1.4.15 h8995ca9_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
kiwisolver 1.4.4 py39h1f6ef14_1 conda-forge
krb5 1.20.1 h6609f42_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
lap 0.4.0 pypi_0 pypi
lazy-loader 0.3 pypi_0 pypi
lcms2 2.12 h83e58a3_0 https://mirrors.ustc.edu.cn/anaconda/pkgs/main
lerc 3.0 hd77b12b_0 https://mirrors.ustc.edu.cn/anaconda/pkgs/main
libblas 3.9.0 17_win64_mkl conda-forge
libbrotlicommon 1.0.9 hcfcfb64_9 conda-forge
libbrotlidec 1.0.9 hcfcfb64_9 conda-forge
libbrotlienc 1.0.9 hcfcfb64_9 conda-forge
libcblas 3.9.0 17_win64_mkl conda-forge
libclang 13.0.1 default_h66ee7f4_3 conda-forge
libclang13 16.0.6 default_hc80b9e7_1 conda-forge
libcurl 8.1.2 h68f0423_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
libdeflate 1.8 h2bbff1b_5 https://mirrors.ustc.edu.cn/anaconda/pkgs/main
libexpat 2.5.0 h63175ca_1 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
libffi 3.4.2 h8ffe710_5 conda-forge
libgdal 3.4.0 h4871699_13 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
libglib 2.76.4 he8f3873_0 conda-forge
libiconv 1.17 h8ffe710_0 conda-forge
libkml 1.3.0 h9859afa_1014 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
liblapack 3.9.0 17_win64_mkl conda-forge
liblapacke 3.9.0 17_win64_mkl conda-forge
libnetcdf 4.8.1 nompi_h1cc8e9d_102 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
libogg 1.3.4 h8ffe710_1 conda-forge
libopencv 4.4.0 py39_3 conda-forge
libpng 1.6.39 h19919ed_0 conda-forge
libpq 14.5 he840576_5 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
libprotobuf 3.20.0 h7755175_0 conda-forge
librttopo 1.1.0 he35e8ac_8 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
libspatialite 5.0.1 hd36faa7_13 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
libsqlite 3.42.0 hcfcfb64_0 conda-forge
libssh2 1.10.0 h680486a_3 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
libtiff 4.3.0 hd413186_2 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
libvorbis 1.3.7 h0e60522_0 conda-forge
libwebp 1.3.1 hcfcfb64_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
libwebp-base 1.3.1 hcfcfb64_0 conda-forge
libxcb 1.15 hcd874cb_0 conda-forge
libxml2 2.10.4 hc3477c8_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
libzip 1.9.2 hfed4ece_1 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
libzlib 1.2.13 hcfcfb64_5 conda-forge
libzlib-wapi 1.2.13 hcfcfb64_5 conda-forge
llvmlite 0.40.1 pypi_0 pypi
lz4-c 1.9.3 h8ffe710_1 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
m2w64-gcc-libgfortran 5.3.0 6 conda-forge
m2w64-gcc-libs 5.3.0 7 conda-forge
m2w64-gcc-libs-core 5.3.0 7 conda-forge
m2w64-gmp 6.1.0 2 conda-forge
m2w64-libwinpthread-git 5.0.0.4634.697f757 2 conda-forge
markupsafe 2.1.3 pypi_0 pypi
matplotlib 3.5.0 py39hcbf5309_0 conda-forge
matplotlib-base 3.5.0 py39h581301d_0 conda-forge
mkl 2022.1.0 h6a75c08_874 conda-forge
motmetrics 1.4.0 pypi_0 pypi
msys2-conda-epoch 20160418 1 conda-forge
munch 4.0.0 pypi_0 pypi
munkres 1.1.4 pyh9f0ad1d_0 conda-forge
natsort 8.4.0 pypi_0 pypi
networkx 3.1 pypi_0 pypi
nptyping 2.5.0 pypi_0 pypi
numba 0.57.1 pypi_0 pypi
numpy 1.22.0 py39h6331f09_1 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
olefile 0.46 pyh9f0ad1d_1 conda-forge
opencv 4.4.0 py39_3 conda-forge
opencv-contrib-python 4.4.0.46 pypi_0 pypi
openjpeg 2.5.0 hb211442_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
openpyxl 3.1.2 pypi_0 pypi
openssl 1.1.1v hcfcfb64_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
opt_einsum 3.3.0 pyhd8ed1ab_1 conda-forge
packaging 23.1 pyhd8ed1ab_0 conda-forge
paddlepaddle-gpu 2.4.2.post117 pypi_0 pypi
paddlers 1.0.0 pypi_0 pypi
paddleslim 2.3.4 pypi_0 pypi
pandas 2.0.3 pypi_0 pypi
pcre 8.45 h0e60522_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
pcre2 10.40 h17e33f8_0 conda-forge
pillow 9.0.1 py39hdc2b20a_0 https://mirrors.ustc.edu.cn/anaconda/pkgs/main
pip 23.2.1 pyhd8ed1ab_0 conda-forge
pixman 0.40.0 h8ffe710_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
ply 3.11 py_1 conda-forge
poppler 21.11.0 h24fffdf_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
poppler-data 0.4.12 hd8ed1ab_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
postgresql 14.5 h09b8c1b_5 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
proj 8.2.1 h1cfcee9_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
protobuf 3.20.0 py39hcbf5309_5 conda-forge
psutil 5.9.5 pypi_0 pypi
pthread-stubs 0.4 hcd874cb_1001 conda-forge
pthreads-win32 2.9.1 hfa6e2cd_3 conda-forge
py-opencv 4.4.0 py39h9cd51e4_3 conda-forge
pycocotools 2.0.7 pypi_0 pypi
pycryptodome 3.18.0 pypi_0 pypi
pyparsing 3.1.1 pyhd8ed1ab_0 conda-forge
pyqt 5.12.3 py39hb0d2dfa_4 conda-forge
pyqt5-sip 4.19.18 pypi_0 pypi
pyqtchart 5.12 pypi_0 pypi
pyqtwebengine 5.12.1 pypi_0 pypi
pysocks 1.7.1 pyh0701188_6 conda-forge
python 3.9.13 h9a09f29_0_cpython conda-forge
python-dateutil 2.8.2 pyhd8ed1ab_0 conda-forge
python_abi 3.9 3_cp39 conda-forge
pytz 2023.3 pypi_0 pypi
pywavelets 1.4.1 pypi_0 pypi
pyyaml 6.0.1 pypi_0 pypi
pyzmq 25.1.1 pypi_0 pypi
qt 5.12.9 h556501e_6 conda-forge
rarfile 4.0 pypi_0 pypi
requests 2.31.0 pyhd8ed1ab_0 conda-forge
scikit-image 0.21.0 pypi_0 pypi
scikit-learn 0.24.2 pypi_0 pypi
scipy 1.11.2 pypi_0 pypi
setuptools 68.0.0 pyhd8ed1ab_0 conda-forge
shapely 2.0.1 pypi_0 pypi
sip 6.7.11 py39h99910a6_0 conda-forge
six 1.16.0 pyh6c4a22f_0 conda-forge
snappy 1.1.10 hfb803bf_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
sqlite 3.42.0 hcfcfb64_0 conda-forge
tbb 2021.7.0 h91493d7_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
threadpoolctl 3.2.0 pypi_0 pypi
tifffile 2023.8.12 pypi_0 pypi
tiledb 2.5.3 h95dad36_0 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
tk 8.6.12 h8ffe710_0 conda-forge
toml 0.10.2 pyhd8ed1ab_0 conda-forge
tomli 2.0.1 pyhd8ed1ab_0 conda-forge
tornado 6.3.3 py39ha55989b_0 conda-forge
tqdm 4.66.1 pypi_0 pypi
typing-extensions 4.7.1 pypi_0 pypi
tzdata 2023.3 pypi_0 pypi
ucrt 10.0.22621.0 h57928b3_0 conda-forge
unicodedata2 15.0.0 py39ha55989b_0 conda-forge
urllib3 2.0.4 pyhd8ed1ab_0 conda-forge
vc 14.3 h64f974e_17 conda-forge
vc14_runtime 14.36.32532 hfdfe4a8_17 conda-forge
visualdl 2.5.3 pypi_0 pypi
vs2015_runtime 14.36.32532 h05e6639_17 conda-forge
werkzeug 2.3.7 pypi_0 pypi
wheel 0.41.1 pyhd8ed1ab_0 conda-forge
win_inet_pton 1.1.0 pyhd8ed1ab_6 conda-forge
xerces-c 3.2.4 h63175ca_2 https://mirrors.ustc.edu.cn/anaconda/cloud/conda-forge
xmltodict 0.13.0 pypi_0 pypi
xorg-libxau 1.0.11 hcd874cb_0 conda-forge
xorg-libxdmcp 1.1.3 hcd874cb_0 conda-forge
xz 5.2.6 h8d14728_0 conda-forge
zipp 3.16.2 pypi_0 pypi
zlib 1.2.13 hcfcfb64_5 conda-forge
zstd 1.5.2 h12be248_7 conda-forge
(d:\programdata\conda\cwgis) PS D:\ProgramData\Anaconda3>
#===================================================四、PaddleRS简介和五大特色
非常感谢国家对地观测科学数据中心、中国科学院空天信息创新研究院、北京航空航天大学、武汉大学、中国石油大学（华东）、中国地质大学、中国四维、航天宏图、中科星图、超图等单位对PaddleRS项目的贡献。注：排名不分先后。
非常感谢geoyee(陈奕州)，kongdebug(孔远杭)，huilin16(赵慧琳)等开发者对PaddleRS项目的贡献。
学术引用
PaddleRS具有以下五大特色：
1.丰富的视觉与遥感特色模型库：
集成飞桨四大视觉套件的成熟模型库，
同时支持FarSeg、BIT、ChangeStar等众多遥感领域深度学习模型，
覆盖图像分割、目标检测、场景分类、变化检测、图像复原等任务。
2.对遥感领域专有任务的支持：
支持包括变化检测在内的遥感领域特色任务，
提供完善的训练、部署教程以及丰富的实践案例。
3.针对遥感影像大幅面性质的优化：
支持大幅面影像滑窗推理，使用内存延迟载入技术提升性能；
支持对大幅面影像地理坐标信息的读写。
4.顾及遥感特性与地学知识的数据预处理：
针对遥感数据特点，提供对包含任意数量波段的数据以及多时相数据的预处理功能，
支持影像配准、辐射校正、波段选择等遥感数据预处理方法，支持50余种遥感指数的提取与知识融入。
5.工业级训练与部署性能：
支持多进程异步I/O、多卡并行训练等加速策略，结合飞桨核心框架的显存优化功能，
可大幅度减少模型的训练开销，帮助开发者以更低成本、更高效地完成遥感的开发和训练。
环境安装与训练 参考
https://blog.csdn.net/qq_36226586/article/details/127752028
五、python setup.py install安装详细情况
bash
creating build\bdist.win-amd64\egg\EGG-INFO
copying paddlers.egg-info\PKG-INFO -> build\bdist.win-amd64\egg\EGG-INFO
copying paddlers.egg-info\SOURCES.txt -> build\bdist.win-amd64\egg\EGG-INFO
copying paddlers.egg-info\dependency_links.txt -> build\bdist.win-amd64\egg\EGG-INFO
copying paddlers.egg-info\requires.txt -> build\bdist.win-amd64\egg\EGG-INFO
copying paddlers.egg-info\top_level.txt -> build\bdist.win-amd64\egg\EGG-INFO
zip_safe flag not set; analyzing archive contents...
paddlers.models.ppcls.__pycache__.__init__.cpython-39: module references __file__
paddlers.models.ppcls.data.__pycache__.__init__.cpython-39: module MAY be using inspect.stack
paddlers.models.ppdet.data.transform.__pycache__.autoaugment_utils.cpython-39: module MAY be using inspect.stack
paddlers.models.ppdet.modeling.tests.__pycache__.test_mstest.cpython-39: module references __file__
paddlers.models.ppdet.modeling.tests.__pycache__.test_ops.cpython-39: module references __file__
paddlers.models.ppdet.modeling.tests.__pycache__.test_yolov3_loss.cpython-39: module references __file__
paddlers.models.ppgan.faceutils.face_segmentation.__pycache__.face_seg.cpython-39: module references __file__
paddlers.models.ppgan.faceutils.mask.__pycache__.face_parser.cpython-39: module references __file__
paddlers.models.ppgan.models.__pycache__.makeup_model.cpython-39: module references __file__
creating 'dist\paddlers-1.0.0-py3.9.egg' and adding 'build\bdist.win-amd64\egg' to it
removing 'build\bdist.win-amd64\egg' (and everything under it)
Processing paddlers-1.0.0-py3.9.egg
removing 'd:\programdata\conda\cwgis\lib\site-packages\paddlers-1.0.0-py3.9.egg' (and everything under it)
creating d:\programdata\conda\cwgis\lib\site-packages\paddlers-1.0.0-py3.9.egg
Extracting paddlers-1.0.0-py3.9.egg to d:\programdata\conda\cwgis\lib\site-packages
Adding paddlers 1.0.0 to easy-install.pth file
Installed d:\programdata\conda\cwgis\lib\site-packages\paddlers-1.0.0-py3.9.egg
Processing dependencies for paddlers==1.0.0
Searching for certifi>=2017.4.17
Reading https://pypi.org/simple/certifi/
Downloading https://files.pythonhosted.org/packages/4c/dd/2234eab22353ffc7d94e8d13177aaa050113286e93e7b40eae01fbf7c3d9/certifi-2023.7.22-py3-none-any.whl#sha256=92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9
Best match: certifi 2023.7.22
Processing certifi-2023.7.22-py3-none-any.whl
Installing certifi-2023.7.22-py3-none-any.whl to d:\programdata\conda\cwgis\lib\site-packages
Adding certifi 2023.7.22 to easy-install.pth file
Installed d:\programdata\conda\cwgis\lib\site-packages\certifi-2023.7.22-py3.9.egg
Searching for visualdl==2.5.3
Best match: visualdl 2.5.3
Adding visualdl 2.5.3 to easy-install.pth file
detected new path './certifi-2023.7.22-py3.9.egg'
Installing visualdl-script.py script to d:\programdata\conda\cwgis\Scripts
Installing visualdl.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for shapely==2.0.1
Best match: shapely 2.0.1
Adding shapely 2.0.1 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for scipy==1.11.2
Best match: scipy 1.11.2
Adding scipy 1.11.2 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for scikit-image==0.21.0
Best match: scikit-image 0.21.0
Adding scikit-image 0.21.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for pycocotools==2.0.7
Best match: pycocotools 2.0.7
Adding pycocotools 2.0.7 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for pandas==2.0.3
Best match: pandas 2.0.3
Adding pandas 2.0.3 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for paddleslim==2.3.4
Best match: paddleslim 2.3.4
Adding paddleslim 2.3.4 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for openpyxl==3.1.2
Best match: openpyxl 3.1.2
Adding openpyxl 3.1.2 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for opencv-contrib-python==4.4.0.46
Best match: opencv-contrib-python 4.4.0.46
Adding opencv-contrib-python 4.4.0.46 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for numba==0.57.1
Best match: numba 0.57.1
Adding numba 0.57.1 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for natsort==8.4.0
Best match: natsort 8.4.0
Adding natsort 8.4.0 to easy-install.pth file
Installing natsort-script.py script to d:\programdata\conda\cwgis\Scripts
Installing natsort.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for munch==4.0.0
Best match: munch 4.0.0
Adding munch 4.0.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for motmetrics==1.4.0
Best match: motmetrics 1.4.0
Adding motmetrics 1.4.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for lap==0.4.0
Best match: lap 0.4.0
Adding lap 0.4.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for geojson==3.0.1
Best match: geojson 3.0.1
Adding geojson 3.0.1 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for foliume==0.0.1
Best match: foliume 0.0.1
Adding foliume 0.0.1 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for filelock==3.12.2
Best match: filelock 3.12.2
Adding filelock 3.12.2 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for easydict==1.10
Best match: easydict 1.10
Adding easydict 1.10 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for Cython==3.0.0
Best match: Cython 3.0.0
Adding Cython 3.0.0 to easy-install.pth file
Installing cygdb-script.py script to d:\programdata\conda\cwgis\Scripts
Installing cygdb.exe script to d:\programdata\conda\cwgis\Scripts
Installing cython-script.py script to d:\programdata\conda\cwgis\Scripts
Installing cython.exe script to d:\programdata\conda\cwgis\Scripts
Installing cythonize-script.py script to d:\programdata\conda\cwgis\Scripts
Installing cythonize.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for colorama==0.4.6
Best match: colorama 0.4.6
Adding colorama 0.4.6 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for chardet==5.2.0
Best match: chardet 5.2.0
Adding chardet 5.2.0 to easy-install.pth file
Installing chardetect-script.py script to d:\programdata\conda\cwgis\Scripts
Installing chardetect.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for psutil==5.9.5
Best match: psutil 5.9.5
Adding psutil 5.9.5 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for rarfile==4.0
Best match: rarfile 4.0
Adding rarfile 4.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for packaging==23.1
Best match: packaging 23.1
Adding packaging 23.1 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for matplotlib==3.5.0
Best match: matplotlib 3.5.0
Adding matplotlib 3.5.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for six==1.16.0
Best match: six 1.16.0
Adding six 1.16.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for requests==2.31.0
Best match: requests 2.31.0
Adding requests 2.31.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for protobuf==3.20.0
Best match: protobuf 3.20.0
Adding protobuf 3.20.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for Pillow==9.0.1
Best match: Pillow 9.0.1
Adding Pillow 9.0.1 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for numpy==1.22.0
Best match: numpy 1.22.0
Adding numpy 1.22.0 to easy-install.pth file
Installing f2py-script.py script to d:\programdata\conda\cwgis\Scripts
Installing f2py.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for flask-babel==3.1.0
Best match: flask-babel 3.1.0
Adding flask-babel 3.1.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for Flask==2.3.2
Best match: Flask 2.3.2
Adding Flask 2.3.2 to easy-install.pth file
Installing flask-script.py script to d:\programdata\conda\cwgis\Scripts
Installing flask.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for bce-python-sdk==0.8.90
Best match: bce-python-sdk 0.8.90
Adding bce-python-sdk 0.8.90 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for lazy-loader==0.3
Best match: lazy-loader 0.3
Adding lazy-loader 0.3 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for PyWavelets==1.4.1
Best match: PyWavelets 1.4.1
Adding PyWavelets 1.4.1 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for tifffile==2023.8.12
Best match: tifffile 2023.8.12
Adding tifffile 2023.8.12 to easy-install.pth file
Installing lsm2bin-script.py script to d:\programdata\conda\cwgis\Scripts
Installing lsm2bin.exe script to d:\programdata\conda\cwgis\Scripts
Installing tiff2fsspec-script.py script to d:\programdata\conda\cwgis\Scripts
Installing tiff2fsspec.exe script to d:\programdata\conda\cwgis\Scripts
Installing tiffcomment-script.py script to d:\programdata\conda\cwgis\Scripts
Installing tiffcomment.exe script to d:\programdata\conda\cwgis\Scripts
Installing tifffile-script.py script to d:\programdata\conda\cwgis\Scripts
Installing tifffile.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for imageio==2.31.1
Best match: imageio 2.31.1
Adding imageio 2.31.1 to easy-install.pth file
Installing imageio_download_bin-script.py script to d:\programdata\conda\cwgis\Scripts
Installing imageio_download_bin.exe script to d:\programdata\conda\cwgis\Scripts
Installing imageio_remove_bin-script.py script to d:\programdata\conda\cwgis\Scripts
Installing imageio_remove_bin.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for networkx==3.1
Best match: networkx 3.1
Adding networkx 3.1 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for tzdata==2023.3
Best match: tzdata 2023.3
Adding tzdata 2023.3 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for pytz==2023.3
Best match: pytz 2023.3
Adding pytz 2023.3 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for python-dateutil==2.8.2
Best match: python-dateutil 2.8.2
Adding python-dateutil 2.8.2 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for scikit-learn==0.24.2
Best match: scikit-learn 0.24.2
Adding scikit-learn 0.24.2 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for PyYAML==6.0.1
Best match: PyYAML 6.0.1
Adding PyYAML 6.0.1 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for pyzmq==25.1.1
Best match: pyzmq 25.1.1
Adding pyzmq 25.1.1 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for tqdm==4.66.1
Best match: tqdm 4.66.1
Adding tqdm 4.66.1 to easy-install.pth file
Installing tqdm-script.py script to d:\programdata\conda\cwgis\Scripts
Installing tqdm.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for et-xmlfile==1.1.0
Best match: et-xmlfile 1.1.0
Adding et-xmlfile 1.1.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for llvmlite==0.40.1
Best match: llvmlite 0.40.1
Adding llvmlite 0.40.1 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for xmltodict==0.13.0
Best match: xmltodict 0.13.0
Adding xmltodict 0.13.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for Jinja2==3.1.2
Best match: Jinja2 3.1.2
Adding Jinja2 3.1.2 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for branca==0.6.0
Best match: branca 0.6.0
Adding branca 0.6.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for pyparsing==3.1.1
Best match: pyparsing 3.1.1
Adding pyparsing 3.1.1 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for kiwisolver==1.4.4
Best match: kiwisolver 1.4.4
Adding kiwisolver 1.4.4 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for fonttools==4.42.0
Best match: fonttools 4.42.0
Adding fonttools 4.42.0 to easy-install.pth file
Installing fonttools-script.py script to d:\programdata\conda\cwgis\Scripts
Installing fonttools.exe script to d:\programdata\conda\cwgis\Scripts
Installing pyftmerge-script.py script to d:\programdata\conda\cwgis\Scripts
Installing pyftmerge.exe script to d:\programdata\conda\cwgis\Scripts
Installing pyftsubset-script.py script to d:\programdata\conda\cwgis\Scripts
Installing pyftsubset.exe script to d:\programdata\conda\cwgis\Scripts
Installing ttx-script.py script to d:\programdata\conda\cwgis\Scripts
Installing ttx.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for cycler==0.11.0
Best match: cycler 0.11.0
Adding cycler 0.11.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for urllib3==2.0.4
Best match: urllib3 2.0.4
Adding urllib3 2.0.4 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for idna==3.4
Best match: idna 3.4
Adding idna 3.4 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for charset-normalizer==3.2.0
Best match: charset-normalizer 3.2.0
Adding charset-normalizer 3.2.0 to easy-install.pth file
Installing normalizer-script.py script to d:\programdata\conda\cwgis\Scripts
Installing normalizer.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for Babel==2.12.1
Best match: Babel 2.12.1
Adding Babel 2.12.1 to easy-install.pth file
Installing pybabel-script.py script to d:\programdata\conda\cwgis\Scripts
Installing pybabel.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for importlib-metadata==6.8.0
Best match: importlib-metadata 6.8.0
Adding importlib-metadata 6.8.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for blinker==1.6.2
Best match: blinker 1.6.2
Adding blinker 1.6.2 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for click==8.1.7
Best match: click 8.1.7
Adding click 8.1.7 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for itsdangerous==2.1.2
Best match: itsdangerous 2.1.2
Adding itsdangerous 2.1.2 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for werkzeug==2.3.7
Best match: werkzeug 2.3.7
Adding werkzeug 2.3.7 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for future==0.18.3
Best match: future 0.18.3
Adding future 0.18.3 to easy-install.pth file
Installing futurize-script.py script to d:\programdata\conda\cwgis\Scripts
Installing futurize.exe script to d:\programdata\conda\cwgis\Scripts
Installing pasteurize-script.py script to d:\programdata\conda\cwgis\Scripts
Installing pasteurize.exe script to d:\programdata\conda\cwgis\Scripts
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for pycryptodome==3.18.0
Best match: pycryptodome 3.18.0
Adding pycryptodome 3.18.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for threadpoolctl==3.2.0
Best match: threadpoolctl 3.2.0
Adding threadpoolctl 3.2.0 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for joblib==1.3.2
Best match: joblib 1.3.2
Adding joblib 1.3.2 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for MarkupSafe==2.1.3
Best match: MarkupSafe 2.1.3
Adding MarkupSafe 2.1.3 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Searching for zipp==3.16.2
Best match: zipp 3.16.2
Adding zipp 3.16.2 to easy-install.pth file
Using d:\programdata\conda\cwgis\lib\site-packages
Finished processing dependencies for paddlers==1.0.0
(d:\programdata\conda\cwgis) PS E:\project\python\RS\PaddleRS-1.0.0> 
本blog地址：https://blog.csdn.net/hsg77
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