sudo pip3 install scikit-learn
(任何模块真的只是使用最近的尝试)
sudo pip3 install -U scikit-learn
sudo -H pip3 install -U scikit-learn
sudo -H pip3 --default-timeout=200 install -U scikit-learn
sudo python3 -m pip install scikit-learn
每个命令以及上述任何组合都会导致同样的错误:读取超时。错误总是发生在同一点(scikit-learn发生在24%)。我正在使用最新版本的pip(8.1.2),而我正在使用ubuntu mate 16.04。确切的错误是:
Traceback (most recent call last):
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/_vendor/requests/packages/urllib3/response.py", line 228, in _error_catcher
yield
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/_vendor/requests/packages/urllib3/response.py", line 310, in read
data = self._fp.read(amt)
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/_vendor/cachecontrol/filewrapper.py", line 49, in read
data = self.__fp.read(amt)
File "/usr/lib/python3.5/http/client.py", line 448, in read
n = self.readinto(b)
File "/usr/lib/python3.5/http/client.py", line 488, in readinto
n = self.fp.readinto(b)
File "/usr/lib/python3.5/socket.py", line 575, in readinto
return self._sock.recv_into(b)
File "/usr/lib/python3.5/ssl.py", line 929, in recv_into
return self.read(nbytes, buffer)
File "/usr/lib/python3.5/ssl.py", line 791, in read
return self._sslobj.read(len, buffer)
File "/usr/lib/python3.5/ssl.py", line 575, in read
v = self._sslobj.read(len, buffer)
socket.timeout: The read operation timed out
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/basecommand.py", line 215, in main
status = self.run(options, args)
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/commands/install.py", line 310, in run
wb.build(autobuilding=True)
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/wheel.py", line 750, in build
self.requirement_set.prepare_files(self.finder)
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/req/req_set.py", line 370, in prepare_files
ignore_dependencies=self.ignore_dependencies))
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/req/req_set.py", line 587, in _prepare_file
session=self.session, hashes=hashes)
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/download.py", line 810, in unpack_url
hashes=hashes
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/download.py", line 649, in unpack_http_url
hashes)
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/download.py", line 871, in _download_http_url
_download_url(resp, link, content_file, hashes)
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/download.py", line 595, in _download_url
hashes.check_against_chunks(downloaded_chunks)
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/utils/hashes.py", line 46, in check_against_chunks
for chunk in chunks:
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/download.py", line 563, in written_chunks
for chunk in chunks:
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/utils/ui.py", line 139, in iter
for x in it:
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/download.py", line 552, in resp_read
decode_content=False):
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/_vendor/requests/packages/urllib3/response.py", line 353, in stream
data = self.read(amt=amt, decode_content=decode_content)
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/_vendor/requests/packages/urllib3/response.py", line 320, in read
flush_decoder = True
File "/usr/lib/python3.5/contextlib.py", line 77, in __exit__
self.gen.throw(type, value, traceback)
File "/usr/local/lib/python3.5/dist-packages/pip-8.1.2-py3.5.egg/pip/_vendor/requests/packages/urllib3/response.py", line 233, in _error_catcher
raise ReadTimeoutError(self._pool, None, 'Read timed out.')
pip._vendor.requests.packages.urllib3.exceptions.ReadTimeoutError: HTTPSConnectionPool(host='pypi.python.org', port=443): Read timed out.
答案 0 :(得分:7)
将默认套接字超时设置为更高的值(例如1000秒)应该可以解决您的问题:
pip3 install -U --timeout 1000 scikit-learn
合适的超时值当然取决于您的连接速度和质量。请注意,套接字超时AFAIK是在引发错误之前套接字级数据流中断的最长时间,而不是下载软件包所需的总时间。
答案 1 :(得分:2)
将超时设置为较高的值。另外,建议始终运行以下命令:
python3 -m pip install --user --timeout 10000 scikit-learn
您可能会问为什么我要额外输入python3 -m并输入更多字符串。基本上是为了避免在使用多个虚拟环境时发生冲突。
Python核心开发人员Brett Cannon在他的文章A quick and dirty guide on how to install python packages中解释了为什么要安装这样的软件包。
答案 2 :(得分:0)
有时也需要让一些主机受信任: 由于某些公司或服务提供商的代理。
! pip install --trusted-host pypi.org --trusted-host pypi.python.org --trusted-host files.pythonhosted.org --timeout 1000 scikit-learn
答案 3 :(得分:0)
确保您使用的是 IPV4 而不是 IPV6。