{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# **App Project**\n",
"\n",
"## 1.项目类型介绍\n",
"\n",
" - 应用(App)是由模块组成、有特定功能的软件程序。它能够满足普通用户的直接使用需求，例如航班延误预测应用、夫妻脸应用等。你可以将开发好的App部署到应用市场，其他对你的App感兴趣的人就可以通过api调用的方式使用您的App,也可以通过我们的客户端在手机上进行使用App。\n",
" \n",
" - 在你开发App的过程中可以引入模块(Module)和数据集(Dataset)来更好的创建你的App。\n",
" \n",
" - App目录结构:\n",
" \n",
" - ```results```\n",
" *-----结果的文件存放地(如果你运行了job，job运行完的结果文件也会存放于此)*\n",
" - ```app_spec.yml```*-----定义你的输入输出，为部署服务*\n",
" - ```OVERVIEW.md``` *-----有关这个app的相关介绍*\n",
" - `READE.ME` *-----说明文档*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2.简单环境介绍\n",
"\n",
"Notebook(就是你现在所处的页面)，它是一个在线的类IDE编程环境，内嵌了JupyterLab环境，并且加入数据集和模块的调用功能。我们还在Classroom为初学者提供了机器学习的入门教程。此外我们简化了部署过程，为你提供更便捷的开发流程。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3.常用功能介绍\n",
"\n",
"- 如何运行代码？\n",
"\n",
"在代码单元（cell）里，您可以输入任何代码并执行。\"Shift+Enter/Return\"，代码将被运行，并显示结果。同时切换到新的cell中。\n",
"\n",
"- 如何解压上传后的文件？\n",
"\n",
"在cell中输入并运行以下命令：\n",
"```!unzip -o file_name.zip```\n",
"\n",
"- 如何查看所有包（package）？\n",
"\n",
"`!pip list --format=columns`\n",
"\n",
"- 如何检查是否已有某个包？\n",
"\n",
"`!pip show package_name`\n",
"\n",
"- 如何安装缺失的包？\n",
"\n",
"`!pip install package_name`\n",
"\n",
"- 如何更新已有的包？\n",
"\n",
"`!pip install package_name --upgrade`\n",
"\n",
"\n",
"- 如何使用包？\n",
"\n",
"`import package_name`\n",
"\n",
"- 如何显示当前目录下的档案及目录？\n",
"\n",
"`ls`\n",
"\n",
"- 引入的数据集如何使用？\n",
"\n",
"数据集项目引入后存放在datasets文件夹下，注意，这个文件夹是只读的，不可修改。如果需要修改，可在notebook中使用\n",
"\n",
"`!cp -R ./datasets/<imported_dataset_dir> ./<your_folder>`\n",
"\n",
"指令将其复制到其他文件夹后再编辑，对于引入的数据集中的zip文件，可使用\n",
"\n",
"`!unzip ./datasets/<imported_dataset_dir>/<XXX.zip> -d ./<your_folder>`\n",
"\n",
"指令解压缩到其他文件夹后使用\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4.其他可参考资源\n",
"\n",
"- docs: 这是一个[帮助文档](http://docs.momodel.cn/)，基本操作和常见问题都可以在里面找到。\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Archive: /home/jovyan/work/chineseocr.zip\n",
" End-of-central-directory signature not found. Either this file is not\n",
" a zipfile, or it constitutes one disk of a multi-part archive. In the\n",
" latter case the central directory and zipfile comment will be found on\n",
" the last disk(s) of this archive.\n",
"unzip: cannot find zipfile directory in one of /home/jovyan/work/chineseocr.zip or\n",
" /home/jovyan/work/chineseocr.zip.zip, and cannot find /home/jovyan/work/chineseocr.zip.ZIP, period.\n"
]
}
],
"source": [
"!unzip /home/jovyan/work/chineseocr.zip -d /home/jovyan/work"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Archive: chineseocr.zip\n",
" End-of-central-directory signature not found. Either this file is not\n",
" a zipfile, or it constitutes one disk of a multi-part archive. In the\n",
" latter case the central directory and zipfile comment will be found on\n",
" the last disk(s) of this archive.\n",
"unzip: cannot find zipfile directory in one of chineseocr or\n",
" chineseocr.zip, and cannot find chineseocr.ZIP, period.\n"
]
}
],
"source": [
"!unzip -o chineseocr"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['',\n",
" '/home/jovyan/.virtualenvs/basenv/lib/python3.5/site-packages',\n",
" '/home/jovyan/work/.localenv/lib/python35.zip',\n",
" '/home/jovyan/work/.localenv/lib/python3.5',\n",
" '/home/jovyan/work/.localenv/lib/python3.5/plat-x86_64-linux-gnu',\n",
" '/home/jovyan/work/.localenv/lib/python3.5/lib-dynload',\n",
" '/usr/lib/python3.5',\n",
" '/usr/lib/python3.5/plat-x86_64-linux-gnu',\n",
" '/home/jovyan/work/.localenv/lib/python3.5/site-packages',\n",
" '/usr/local/lib/python3.5/dist-packages',\n",
" '/usr/lib/python3/dist-packages',\n",
" '/home/jovyan/.virtualenvs/basenv/lib/python3.5/site-packages/IPython/extensions',\n",
" '/home/jovyan/.ipython']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import sys\n",
"sys.path"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<module 'posixpath' from '/home/jovyan/work/.localenv/lib/python3.5/posixpath.py'>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import os\n",
"os.path"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'/home/jovyan/work'"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"os.getcwd()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3.常用功能介绍\n",
"\n",
"- 如何运行代码？\n",
"\n",
"在代码单元（cell）里，您可以输入任何代码并执行。\"Shift+Enter/Return\"，代码将被运行，并显示结果。同时切换到新的cell中。\n",
"\n",
"- 如何解压上传后的文件？\n",
"\n",
"在cell中输入并运行以下命令：\n",
"```!unzip -o file_name.zip```\n",
"\n",
"- 如何查看所有包（package）？\n",
"\n",
"`!pip list --format=columns`\n",
"\n",
"- 如何检查是否已有某个包？\n",
"\n",
"`!pip show package_name`\n",
"\n",
"- 如何安装缺失的包？\n",
"\n",
"`!pip install package_name`\n",
"\n",
"- 如何更新已有的包？\n",
"\n",
"`!pip install package_name --upgrade`\n",
"\n",
"\n",
"- 如何使用包？\n",
"\n",
"`import package_name`\n",
"\n",
"- 如何显示当前目录下的档案及目录？\n",
"\n",
"`ls`\n",
"\n",
"- 引入的数据集如何使用？\n",
"\n",
"数据集项目引入后存放在datasets文件夹下，注意，这个文件夹是只读的，不可修改。如果需要修改，可在notebook中使用\n",
"\n",
"`!cp -R ./datasets/<imported_dataset_dir> ./<your_folder>`\n",
"\n",
"指令将其复制到其他文件夹后再编辑，对于引入的数据集中的zip文件，可使用\n",
"\n",
"`!unzip ./datasets/<imported_dataset_dir>/<XXX.zip> -d ./<your_folder>`\n",
"\n",
"指令解压缩到其他文件夹后使用\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Archive: ./chineseocr-master.zip\n",
"30e4bea7fb1f1d9a806472baa6677e69afc6ad4e\n",
" creating: ./chineseocr-master/\n",
" inflating: ./chineseocr-master/.gitignore \n",
" inflating: ./chineseocr-master/.gitmodules \n",
" inflating: ./chineseocr-master/Dockerfile \n",
" inflating: ./chineseocr-master/LICENSE \n",
" inflating: ./chineseocr-master/README.md \n",
" inflating: ./chineseocr-master/app.py \n",
" creating: ./chineseocr-master/apphelper/\n",
" inflating: ./chineseocr-master/apphelper/__init__.py \n",
" inflating: ./chineseocr-master/apphelper/image.py \n",
" creating: ./chineseocr-master/application/\n",
" extracting: ./chineseocr-master/application/README.md \n",
" extracting: ./chineseocr-master/application/__init__.py \n",
" inflating: ./chineseocr-master/application/idcard.py \n",
" inflating: ./chineseocr-master/application/trainTicket.py \n",
" inflating: ./chineseocr-master/config.py \n",
" creating: ./chineseocr-master/crnn/\n",
" extracting: ./chineseocr-master/crnn/__init__.py \n",
" inflating: ./chineseocr-master/crnn/crnn_keras.py \n",
" inflating: ./chineseocr-master/crnn/crnn_torch.py \n",
" inflating: ./chineseocr-master/crnn/dataset.py \n",
" inflating: ./chineseocr-master/crnn/keys.py \n",
" inflating: ./chineseocr-master/crnn/network_keras.py \n",
" inflating: ./chineseocr-master/crnn/network_torch.py \n",
" inflating: ./chineseocr-master/crnn/util.py \n",
" inflating: ./chineseocr-master/crnn/utils.py \n",
" creating: ./chineseocr-master/darknet/\n",
" inflating: ./chineseocr-master/docker.sh \n",
" inflating: ./chineseocr-master/model.py \n",
" creating: ./chineseocr-master/models/\n",
" extracting: ./chineseocr-master/models/README.md \n",
" inflating: ./chineseocr-master/models/text.cfg \n",
" inflating: ./chineseocr-master/models/text.data \n",
" extracting: ./chineseocr-master/models/text.names \n",
" inflating: ./chineseocr-master/post-demo.py \n",
" inflating: ./chineseocr-master/requirements.txt \n",
" inflating: ./chineseocr-master/setup-cpu.md \n",
" inflating: ./chineseocr-master/setup.md \n",
" creating: ./chineseocr-master/static/\n",
" creating: ./chineseocr-master/static/css/\n",
" inflating: ./chineseocr-master/static/css/checkbox.css \n",
" creating: ./chineseocr-master/static/img/\n",
" inflating: ./chineseocr-master/static/img/loading.gif \n",
" creating: ./chineseocr-master/static/js/\n",
" inflating: ./chineseocr-master/static/js/helps.js \n",
" inflating: ./chineseocr-master/static/js/jquery.form.js \n",
" inflating: ./chineseocr-master/static/js/jquery.js \n",
" creating: ./chineseocr-master/templates/\n",
" inflating: ./chineseocr-master/templates/base.html \n",
" inflating: ./chineseocr-master/templates/ocr.html \n",
" inflating: ./chineseocr-master/test.ipynb \n",
" creating: ./chineseocr-master/test/\n",
" inflating: ./chineseocr-master/test/demo.png \n",
" inflating: ./chineseocr-master/test/idcard-demo.jpeg \n",
" inflating: ./chineseocr-master/test/idcard-demo.png \n",
" inflating: ./chineseocr-master/test/img-demo.png \n",
" inflating: ./chineseocr-master/test/img.jpeg \n",
" inflating: ./chineseocr-master/test/line-demo.png \n",
" inflating: ./chineseocr-master/test/line.jpg \n",
" inflating: ./chineseocr-master/test/train-demo.jpg \n",
" inflating: ./chineseocr-master/test/train-demo.png \n",
" creating: ./chineseocr-master/text/\n",
" extracting: ./chineseocr-master/text/__init__.py \n",
" inflating: ./chineseocr-master/text/darknet_detect.py \n",
" creating: ./chineseocr-master/text/detector/\n",
" extracting: ./chineseocr-master/text/detector/__init__.py \n",
" inflating: ./chineseocr-master/text/detector/detectors.py \n",
" inflating: ./chineseocr-master/text/detector/text_proposal_connector.py \n",
" inflating: ./chineseocr-master/text/detector/text_proposal_graph_builder.py \n",
" creating: ./chineseocr-master/text/detector/utils/\n",
" extracting: ./chineseocr-master/text/detector/utils/__init__.py \n",
" inflating: ./chineseocr-master/text/detector/utils/cython_nms.c \n",
" inflating: ./chineseocr-master/text/detector/utils/cython_nms.pyx \n",
" inflating: ./chineseocr-master/text/detector/utils/gpu_nms.c \n",
" inflating: ./chineseocr-master/text/detector/utils/gpu_nms.cpp \n",
" inflating: ./chineseocr-master/text/detector/utils/gpu_nms.hpp \n",
" inflating: ./chineseocr-master/text/detector/utils/gpu_nms.pyx \n",
" inflating: ./chineseocr-master/text/detector/utils/make-for-cpu.cmd \n",
" inflating: ./chineseocr-master/text/detector/utils/make-for-cpu.sh \n",
" inflating: ./chineseocr-master/text/detector/utils/make.sh \n",
" inflating: ./chineseocr-master/text/detector/utils/nms_kernel.cu \n",
" inflating: ./chineseocr-master/text/detector/utils/python_nms.py \n",
" inflating: ./chineseocr-master/text/detector/utils/setup.py \n",
" inflating: ./chineseocr-master/text/detector/utils/setup_cpu.py \n",
" inflating: ./chineseocr-master/text/detector/utils/setup_cpu_win.py \n",
" inflating: ./chineseocr-master/text/keras_detect.py \n",
" inflating: ./chineseocr-master/text/keras_yolo3.py \n",
" inflating: ./chineseocr-master/text/opencv_dnn_detect.py \n",
" creating: ./chineseocr-master/tools/\n",
" inflating: ./chineseocr-master/tools/pytorch_to_keras.py \n",
" creating: ./chineseocr-master/train/\n",
" extracting: ./chineseocr-master/train/__init__.py \n",
" creating: ./chineseocr-master/train/darknet/\n",
" inflating: ./chineseocr-master/train/darknet/data-ready.py \n",
" inflating: ./chineseocr-master/train/darknet/train.md \n",
" inflating: ./chineseocr-master/train/darknet/train.sh \n",
" creating: ./chineseocr-master/train/data/\n",
" creating: ./chineseocr-master/train/data/ocr/\n",
" creating: ./chineseocr-master/train/data/ocr/0/\n",
" inflating: ./chineseocr-master/train/data/ocr/0/0.jpg \n",
" extracting: ./chineseocr-master/train/data/ocr/0/0.txt \n",
" inflating: ./chineseocr-master/train/data/ocr/0/1.jpg \n",
" extracting: ./chineseocr-master/train/data/ocr/0/1.txt \n",
" inflating: ./chineseocr-master/train/data/ocr/0/2.jpg \n",
" extracting: ./chineseocr-master/train/data/ocr/0/2.txt \n",
" inflating: ./chineseocr-master/train/data/ocr/0/3.jpg \n",
" extracting: ./chineseocr-master/train/data/ocr/0/3.txt \n",
" inflating: ./chineseocr-master/train/data/ocr/0/4.jpg \n",
" extracting: ./chineseocr-master/train/data/ocr/0/4.txt \n",
" inflating: ./chineseocr-master/train/data/ocr/0/5.jpg \n",
" extracting: ./chineseocr-master/train/data/ocr/0/5.txt \n",
" inflating: ./chineseocr-master/train/data/ocr/0/6.jpg \n",
" extracting: ./chineseocr-master/train/data/ocr/0/6.txt \n",
" inflating: ./chineseocr-master/train/data/ocr/0/7.jpg \n",
" extracting: ./chineseocr-master/train/data/ocr/0/7.txt \n",
" creating: ./chineseocr-master/train/data/text/\n",
" creating: ./chineseocr-master/train/data/text/0/\n",
" inflating: ./chineseocr-master/train/data/text/0/0.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/0.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/1.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/1.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/10.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/10.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/100.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/100.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/11.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/11.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/12.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/12.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/13.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/13.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/14.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/15.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/16.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/18.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/19.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/2.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/2.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/3.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/3.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/30.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/39.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/4.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/4.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/40.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/40.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/41.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/41.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/42.jpg \n",
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" inflating: ./chineseocr-master/train/data/text/0/44.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/45.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/46.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/49.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/53.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/56.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/57.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/85.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/88.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/89.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/9.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/90.xml \n",
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" inflating: ./chineseocr-master/train/data/text/0/91.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/92.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/92.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/93.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/93.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/94.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/94.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/95.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/95.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/96.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/96.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/97.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/97.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/98.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/98.xml \n",
" inflating: ./chineseocr-master/train/data/text/0/99.jpg \n",
" inflating: ./chineseocr-master/train/data/text/0/99.xml \n",
" creating: ./chineseocr-master/train/ocr/\n",
" extracting: ./chineseocr-master/train/ocr/__init__.py \n",
" inflating: ./chineseocr-master/train/ocr/dataset.py \n",
" inflating: ./chineseocr-master/train/ocr/generic_utils.py \n",
" inflating: ./chineseocr-master/train/ocr/train-ocr.ipynb \n",
" creating: ./chineseocr-master/train/text/\n",
" extracting: ./chineseocr-master/train/text/__init__.py \n",
" inflating: ./chineseocr-master/train/text/gen_anchors.py \n",
" inflating: ./chineseocr-master/train/text/text-train-icdr2019.ipynb \n",
" inflating: ./chineseocr-master/train/text/text-train.ipynb \n",
" inflating: ./chineseocr-master/train/text/utils.py \n"
]
}
],
"source": [
"!unzip ./chineseocr-master.zip -d ./"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Looking in indexes: https://mirrors.ustc.edu.cn/pypi/web/simple\n",
"Collecting bs4\n",
"\u001b[33m Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='mirrors.ustc.edu.cn', port=443): Read timed out. (read timeout=15)\",)': /pypi/web/simple/bs4/\u001b[0m\n",
"\u001b[33m Retrying (Retry(total=3, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='mirrors.ustc.edu.cn', port=443): Read timed out. (read timeout=15)\",)': /pypi/web/simple/bs4/\u001b[0m\n",
"\u001b[33m Retrying (Retry(total=2, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='mirrors.ustc.edu.cn', port=443): Read timed out. (read timeout=15)\",)': /pypi/web/simple/bs4/\u001b[0m\n",
" Downloading https://mirrors.tuna.tsinghua.edu.cn/pypi/web/packages/10/ed/7e8b97591f6f456174139ec089c769f89a94a1a4025fe967691de971f314/bs4-0.0.1.tar.gz\n",
"Collecting beautifulsoup4 (from bs4)\n",
"\u001b[?25l Downloading https://mirrors.tuna.tsinghua.edu.cn/pypi/web/packages/1d/5d/3260694a59df0ec52f8b4883f5d23b130bc237602a1411fa670eae12351e/beautifulsoup4-4.7.1-py3-none-any.whl (94kB)\n",
"\u001b[K 100% |████████████████████████████████| 102kB 760kB/s a 0:00:011\n",
"\u001b[?25hCollecting soupsieve>=1.2 (from beautifulsoup4->bs4)\n",
"\u001b[33m Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ReadTimeoutError(\"HTTPSConnectionPool(host='mirrors.ustc.edu.cn', port=443): Read timed out. (read timeout=15)\",)': /pypi/web/simple/soupsieve/\u001b[0m\n",
" Using cached https://mirrors.tuna.tsinghua.edu.cn/pypi/web/packages/b9/a5/7ea40d0f8676bde6e464a6435a48bc5db09b1a8f4f06d41dd997b8f3c616/soupsieve-1.9.1-py2.py3-none-any.whl\n",
"Requirement already satisfied (use --upgrade to upgrade): soupsieve>=1.2 from https://mirrors.tuna.tsinghua.edu.cn/pypi/web/packages/b9/a5/7ea40d0f8676bde6e464a6435a48bc5db09b1a8f4f06d41dd997b8f3c616/soupsieve-1.9.1-py2.py3-none-any.whl#sha256=6898e82ecb03772a0d82bd0d0a10c0d6dcc342f77e0701d0ec4a8271be465ece in ./.localenv/lib/python3.5/site-packages (from beautifulsoup4->bs4)\n",
"Building wheels for collected packages: bs4\n",
" Building wheel for bs4 (setup.py) ... \u001b[?25ldone\n",
"\u001b[?25h Stored in directory: /home/jovyan/.cache/pip/wheels/9d/45/60/69ea65e3482851195c8b66ac6b5a20bb871b34706b2adff360\n",
"Successfully built bs4\n",
"Installing collected packages: beautifulsoup4, bs4\n",
"Successfully installed beautifulsoup4-4.7.1 bs4-0.0.1\n",
"\u001b[33mYou are using pip version 19.0.3, however version 19.1.1 is available.\n",
"You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
]
}
],
"source": [
"!pip install bs4"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip "
]
}
],
"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": "3.5.2"
}
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"nbformat": 4,
"nbformat_minor": 2
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