Apex: installing Apex with CUDA and C++ extensions

Created on 10 Jun 2019  Â·  12Comments  Â·  Source: NVIDIA/apex

I'm trying to install apex with cuda and c++ extentsions by following "Quick start" but it's not installed correctly. Also apex is not imported as well.

Meanwhile, if I try "pip install -v --no-cache-dir .", apex is installed and imported correcly.

Could you please help me?

Thanks in advance!

Most helpful comment

Hi @ptrblck and @Harikr16 , it is properly running after changing the lines of code as ptrblck suggested. Thanks!

All 12 comments

What error are you seeing?

I got an error as below!

Processing /home/mtb/analysis/bert/input/apex
Created temporary directory: /tmp/pip-req-build-qn923y61
Added file:///home/mtb/analysis/bert/input/apex to build tracker '/tmp/pip-req-tracker-hce79qk3'
Running setup.py (path:/tmp/pip-req-build-qn923y61/setup.py) egg_info for package from file:///home/mtb/analysis/bert/input/apex
Running command python setup.py egg_info
torch.__version__ = 1.1.0
running egg_info
creating pip-egg-info/apex.egg-info
writing pip-egg-info/apex.egg-info/PKG-INFO
writing dependency_links to pip-egg-info/apex.egg-info/dependency_links.txt
writing top-level names to pip-egg-info/apex.egg-info/top_level.txt
writing manifest file 'pip-egg-info/apex.egg-info/SOURCES.txt'
reading manifest file 'pip-egg-info/apex.egg-info/SOURCES.txt'
writing manifest file 'pip-egg-info/apex.egg-info/SOURCES.txt'
Source in /tmp/pip-req-build-qn923y61 has version 0.1, which satisfies requirement apex==0.1 from file:///home/mtb/analysis/bert/input/apex
Removed apex==0.1 from file:///home/mtb/analysis/bert/input/apex from build tracker '/tmp/pip-req-tracker-hce79qk3'
Skipping bdist_wheel for apex, due to binaries being disabled for it.
Installing collected packages: apex
Created temporary directory: /tmp/pip-record-1x650s5m
Running command /home/mtb/packages/anaconda3/bin/python -u -c 'import setuptools, tokenize;__file__='"'"'/tmp/pip-req-build-qn923y61/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' --cpp_ext --cuda_ext install --record /tmp/pip-record-1x650s5m/install-record.txt --single-version-externally-managed --compile
torch.__version__ = 1.1.0

Compiling cuda extensions with
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2019 NVIDIA Corporation
Built on Wed_Apr_24_19:10:27_PDT_2019
Cuda compilation tools, release 10.1, V10.1.168
from /usr/local/cuda/bin

Traceback (most recent call last):
  File "<string>", line 1, in <module>
  File "/tmp/pip-req-build-qn923y61/setup.py", line 64, in <module>
    check_cuda_torch_binary_vs_bare_metal(torch.utils.cpp_extension.CUDA_HOME)
  File "/tmp/pip-req-build-qn923y61/setup.py", line 54, in check_cuda_torch_binary_vs_bare_metal
    "https://github.com/NVIDIA/apex/pull/323#discussion_r287021798.  "
RuntimeError: Cuda extensions are being compiled with a version of Cuda that does not match the version used to compile Pytorch binaries.  Pytorch binaries were compiled with Cuda 10.0.130.
In some cases, a minor-version mismatch will not cause later errors:  https://github.com/NVIDIA/apex/pull/323#discussion_r287021798.  You can try commenting out this check (at your own risk).

Running setup.py install for apex ... error
Cleaning up...
Removing source in /tmp/pip-req-build-qn923y61
Removed build tracker '/tmp/pip-req-tracker-hce79qk3'
ERROR: Command "/home/mtb/packages/anaconda3/bin/python -u -c 'import setuptools, tokenize;__file__='"'"'/tmp/pip-req-build-qn923y61/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' --cpp_ext --cuda_ext install --record /tmp/pip-record-1x650s5m/install-record.txt --single-version-externally-managed --compile" failed with error code 1 in /tmp/pip-req-build-qn923y61/
Exception information:
Traceback (most recent call last):
File "/home/mtb/packages/anaconda3/lib/python3.6/site-packages/pip/_internal/cli/base_command.py", line 178, in main
status = self.run(options, args)
File "/home/mtb/packages/anaconda3/lib/python3.6/site-packages/pip/_internal/commands/install.py", line 414, in run
use_user_site=options.use_user_site,
File "/home/mtb/packages/anaconda3/lib/python3.6/site-packages/pip/_internal/req/__init__.py", line 58, in install_given_reqs
**kwargs
File "/home/mtb/packages/anaconda3/lib/python3.6/site-packages/pip/_internal/req/req_install.py", line 951, in install
spinner=spinner,
File "/home/mtb/packages/anaconda3/lib/python3.6/site-packages/pip/_internal/utils/misc.py", line 776, in call_subprocess
% (command_desc, proc.returncode, cwd))
pip._internal.exceptions.InstallationError: Command "/home/mtb/packages/anaconda3/bin/python -u -c 'import setuptools, tokenize;__file__='"'"'/tmp/pip-req-build-qn923y61/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' --cpp_ext --cuda_ext install --record /tmp/pip-record-1x650s5m/install-record.txt --single-version-externally-managed --compile" failed with errorcode 1 in /tmp/pip-req-build-qn923y61/
1 location(s) to search for versions of pip:

Based on the error message you've installed CUDA 10.1.168 on your system, while the PyTorch binries ship with CUDA 10.0.130.
We recommend using the same CUDA versions to avoid any errors.
Could you install CUDA 10.0 and build apex again?

In case that's not possible and you would like to stick to 10.1, you could remove the second check for the minor CUDA version in this line of code at your own risk.

Hi @tbmoon , I am facing the same issue as you, were you able to install using @ptrblck's instructions?

Hi @ptrblck and @Harikr16 , it is properly running after changing the lines of code as ptrblck suggested. Thanks!

@ptrblck My CUDA version is 10.0.130:

➜  tmp cat /usr/local/cuda/version.txt
CUDA Version 10.0.130

But I still get an error when I install Apex with CUDA and C++ extensions via

$ git clone https://github.com/NVIDIA/apex
$ cd apex
$ pip install -v --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" .

Here is the error:

ERROR: Command "/home/rongz/anaconda3/bin/python -u -c 'import setuptools, tokenize;__file__='"'"'/tmp/pip-req-build-5szdkjxs/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' --cpp_ext --cuda_ext install --record /tmp/pip-record-fnp8d3_g/install-record.txt --single-version-externally-managed --compile" failed with error code 1 in /tmp/pip-req-build-5szdkjxs/
Exception information:
Traceback (most recent call last):
  File "/home/rongz/anaconda3/lib/python3.6/site-packages/pip/_internal/cli/base_command.py", line 178, in main
    status = self.run(options, args)
  File "/home/rongz/anaconda3/lib/python3.6/site-packages/pip/_internal/commands/install.py", line 414, in run
    use_user_site=options.use_user_site,
  File "/home/rongz/anaconda3/lib/python3.6/site-packages/pip/_internal/req/__init__.py", line 58, in install_given_reqs
    **kwargs
  File "/home/rongz/anaconda3/lib/python3.6/site-packages/pip/_internal/req/req_install.py", line 951, in install
    spinner=spinner,
  File "/home/rongz/anaconda3/lib/python3.6/site-packages/pip/_internal/utils/misc.py", line 776, in call_subprocess
    % (command_desc, proc.returncode, cwd))
pip._internal.exceptions.InstallationError: Command "/home/rongz/anaconda3/bin/python -u -c 'import setuptools, tokenize;__file__='"'"'/tmp/pip-req-build-5szdkjxs/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' --cpp_ext --cuda_ext install --record /tmp/pip-record-fnp8d3_g/install-record.txt --single-version-externally-managed --compile" failed with error code 1 in /tmp/pip-req-build-5szdkjxs/

Thank you very much!

Hi @rzhangpku,

I'm not sure what causes this error, but could you try to update setuptools and run it again?

pip install -U setuptools

Hi @ptrblck ,

First try

After I update setuptools,

pip install -U setuptools

and run it again,

pip install -v --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" ./

I still get the same error.

Second try

I have successfully installed the Python-only build by

pip install -v --no-cache-dir ./

Then I try again

pip uninstall apex
pip install -U setuptools
pip install -v --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" ./

But I still get the same error.

But Thanks a lot anyway!

Thanks for the update!
Could you try to create a new conda environment and install PyTorch and apex there, as the error message seems to point to some environment issues.

Hi @ptrblck ,
I haven't tried to create a new conda environment and install PyTorch and apex there. But I check the error log again carefully, I find that I didn't show the full log to you. I am so sorry about that. Here is the full log:

➜  apex git:(master) ✗ pip install -v --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" ./
/home/rongz/anaconda3/lib/python3.6/site-packages/pip/_internal/commands/install.py:244: UserWarning: Disabling all use of wheels due to the use of --build-options / --global-options / --install-options.
  cmdoptions.check_install_build_global(options)
Created temporary directory: /tmp/pip-ephem-wheel-cache-svtgmo7g
Created temporary directory: /tmp/pip-req-tracker-6s6h08wl
Created requirements tracker '/tmp/pip-req-tracker-6s6h08wl'
Created temporary directory: /tmp/pip-install-flhk_dhd
Processing /home/rongz/tmp/apex
  Created temporary directory: /tmp/pip-req-build-_jwt8xri
  Added file:///home/rongz/tmp/apex to build tracker '/tmp/pip-req-tracker-6s6h08wl'
    Running setup.py (path:/tmp/pip-req-build-_jwt8xri/setup.py) egg_info for package from file:///home/rongz/tmp/apex
    Running command python setup.py egg_info
    torch.__version__  =  1.1.0
    running egg_info
    creating pip-egg-info/apex.egg-info
    writing pip-egg-info/apex.egg-info/PKG-INFO
    writing dependency_links to pip-egg-info/apex.egg-info/dependency_links.txt
    writing top-level names to pip-egg-info/apex.egg-info/top_level.txt
    writing manifest file 'pip-egg-info/apex.egg-info/SOURCES.txt'
    reading manifest file 'pip-egg-info/apex.egg-info/SOURCES.txt'
    writing manifest file 'pip-egg-info/apex.egg-info/SOURCES.txt'
  Source in /tmp/pip-req-build-_jwt8xri has version 0.1, which satisfies requirement apex==0.1 from file:///home/rongz/tmp/apex
  Removed apex==0.1 from file:///home/rongz/tmp/apex from build tracker '/tmp/pip-req-tracker-6s6h08wl'
Skipping bdist_wheel for apex, due to binaries being disabled for it.
Installing collected packages: apex
  Created temporary directory: /tmp/pip-record-ess8wgah
    Running command /home/rongz/anaconda3/bin/python -u -c 'import setuptools, tokenize;__file__='"'"'/tmp/pip-req-build-_jwt8xri/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' --cpp_ext --cuda_ext install --record /tmp/pip-record-ess8wgah/install-record.txt --single-version-externally-managed --compile
    torch.__version__  =  1.1.0
    Traceback (most recent call last):
      File "<string>", line 1, in <module>
      File "/tmp/pip-req-build-_jwt8xri/setup.py", line 64, in <module>
        check_cuda_torch_binary_vs_bare_metal(torch.utils.cpp_extension.CUDA_HOME)
      File "/tmp/pip-req-build-_jwt8xri/setup.py", line 37, in check_cuda_torch_binary_vs_bare_metal
        raw_output = subprocess.check_output([cuda_dir + "/bin/nvcc", "-V"], universal_newlines=True)
      File "/home/rongz/anaconda3/lib/python3.6/subprocess.py", line 356, in check_output
        **kwargs).stdout
      File "/home/rongz/anaconda3/lib/python3.6/subprocess.py", line 423, in run
        with Popen(*popenargs, **kwargs) as process:
      File "/home/rongz/anaconda3/lib/python3.6/subprocess.py", line 729, in __init__
        restore_signals, start_new_session)
      File "/home/rongz/anaconda3/lib/python3.6/subprocess.py", line 1364, in _execute_child
        raise child_exception_type(errno_num, err_msg, err_filename)
    FileNotFoundError: [Errno 2] No such file or directory: '/usr/local/cuda/bin/nvcc': '/usr/local/cuda/bin/nvcc'
  Running setup.py install for apex ... error
Cleaning up...
  Removing source in /tmp/pip-req-build-_jwt8xri
Removed build tracker '/tmp/pip-req-tracker-6s6h08wl'
ERROR: Command "/home/rongz/anaconda3/bin/python -u -c 'import setuptools, tokenize;__file__='"'"'/tmp/pip-req-build-_jwt8xri/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' --cpp_ext --cuda_ext install --record /tmp/pip-record-ess8wgah/install-record.txt --single-version-externally-managed --compile" failed with error code 1 in /tmp/pip-req-build-_jwt8xri/
Exception information:
Traceback (most recent call last):
  File "/home/rongz/anaconda3/lib/python3.6/site-packages/pip/_internal/cli/base_command.py", line 178, in main
    status = self.run(options, args)
  File "/home/rongz/anaconda3/lib/python3.6/site-packages/pip/_internal/commands/install.py", line 414, in run
    use_user_site=options.use_user_site,
  File "/home/rongz/anaconda3/lib/python3.6/site-packages/pip/_internal/req/__init__.py", line 58, in install_given_reqs
    **kwargs
  File "/home/rongz/anaconda3/lib/python3.6/site-packages/pip/_internal/req/req_install.py", line 951, in install
    spinner=spinner,
  File "/home/rongz/anaconda3/lib/python3.6/site-packages/pip/_internal/utils/misc.py", line 776, in call_subprocess
    % (command_desc, proc.returncode, cwd))
pip._internal.exceptions.InstallationError: Command "/home/rongz/anaconda3/bin/python -u -c 'import setuptools, tokenize;__file__='"'"'/tmp/pip-req-build-_jwt8xri/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' --cpp_ext --cuda_ext install --record /tmp/pip-record-ess8wgah/install-record.txt --single-version-externally-managed --compile" failed with error code 1 in /tmp/pip-req-build-_jwt8xri/
1 location(s) to search for versions of pip:
* https://pypi.org/simple/pip/
Getting page https://pypi.org/simple/pip/
Starting new HTTPS connection (1): pypi.org:443
https://pypi.org:443 "GET /simple/pip/ HTTP/1.1" 200 11244
Analyzing links from page https://pypi.org/simple/pip/
  Found link https://files.pythonhosted.org/packages/3d/9d/1e313763bdfb6a48977b65829c6ce2a43eaae29ea2f907c8bbef024a7219/pip-0.2.tar.gz#sha256=88bb8d029e1bf4acd0e04d300104b7440086f94cc1ce1c5c3c31e3293aee1f81 (from https://pypi.org/simple/pip/), version: 0.2
  Found link https://files.pythonhosted.org/packages/18/ad/c0fe6cdfe1643a19ef027c7168572dac6283b80a384ddf21b75b921877da/pip-0.2.1.tar.gz#sha256=83522005c1266cc2de97e65072ff7554ac0f30ad369c3b02ff3a764b962048da (from https://pypi.org/simple/pip/), version: 0.2.1
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I notice that FileNotFoundError: [Errno 2] No such file or directory: '/usr/local/cuda/bin/nvcc': '/usr/local/cuda/bin/nvcc'.
So I create the folder

sudo mkdir -p /usr/local/cuda/bin/nvcc

Then I run

sudo pip install -v --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" ./

I get a new error

➜  apex git:(master) ✗ sudo pip install -v --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" ./
/usr/local/lib/python3.5/dist-packages/pip/_internal/commands/install.py:244: UserWarning: Disabling all use of wheels due to the use of --build-options / --global-options / --install-options.
  cmdoptions.check_install_build_global(options)
Created temporary directory: /tmp/pip-ephem-wheel-cache-4l9g1x6w
Created temporary directory: /tmp/pip-req-tracker-f82x04ch
Created requirements tracker '/tmp/pip-req-tracker-f82x04ch'
Created temporary directory: /tmp/pip-install-oyg2j9mr
Processing /home/rongz/tmp/apex
  Created temporary directory: /tmp/pip-req-build-su73y4ys
  Added file:///home/rongz/tmp/apex to build tracker '/tmp/pip-req-tracker-f82x04ch'
    Running setup.py (path:/tmp/pip-req-build-su73y4ys/setup.py) egg_info for package from file:///home/rongz/tmp/apex
    Running command python setup.py egg_info
    Traceback (most recent call last):
      File "<string>", line 1, in <module>
      File "/tmp/pip-req-build-su73y4ys/setup.py", line 1, in <module>
        import torch
    ImportError: No module named 'torch'
Cleaning up...
  Removing source in /tmp/pip-req-build-su73y4ys
Removed file:///home/rongz/tmp/apex from build tracker '/tmp/pip-req-tracker-f82x04ch'
Removed build tracker '/tmp/pip-req-tracker-f82x04ch'
ERROR: Command "python setup.py egg_info" failed with error code 1 in /tmp/pip-req-build-su73y4ys/
Exception information:
Traceback (most recent call last):
  File "/usr/local/lib/python3.5/dist-packages/pip/_internal/cli/base_command.py", line 178, in main
    status = self.run(options, args)
  File "/usr/local/lib/python3.5/dist-packages/pip/_internal/commands/install.py", line 352, in run
    resolver.resolve(requirement_set)
  File "/usr/local/lib/python3.5/dist-packages/pip/_internal/resolve.py", line 131, in resolve
    self._resolve_one(requirement_set, req)
  File "/usr/local/lib/python3.5/dist-packages/pip/_internal/resolve.py", line 294, in _resolve_one
    abstract_dist = self._get_abstract_dist_for(req_to_install)
  File "/usr/local/lib/python3.5/dist-packages/pip/_internal/resolve.py", line 242, in _get_abstract_dist_for
    self.require_hashes
  File "/usr/local/lib/python3.5/dist-packages/pip/_internal/operations/prepare.py", line 362, in prepare_linked_requirement
    abstract_dist.prep_for_dist(finder, self.build_isolation)
  File "/usr/local/lib/python3.5/dist-packages/pip/_internal/operations/prepare.py", line 171, in prep_for_dist
    self.req.prepare_metadata()
  File "/usr/local/lib/python3.5/dist-packages/pip/_internal/req/req_install.py", line 537, in prepare_metadata
    self.run_egg_info()
  File "/usr/local/lib/python3.5/dist-packages/pip/_internal/req/req_install.py", line 615, in run_egg_info
    command_desc='python setup.py egg_info')
  File "/usr/local/lib/python3.5/dist-packages/pip/_internal/utils/misc.py", line 776, in call_subprocess
    % (command_desc, proc.returncode, cwd))
pip._internal.exceptions.InstallationError: Command "python setup.py egg_info" failed with error code 1 in /tmp/pip-req-build-su73y4ys/
1 location(s) to search for versions of pip:
* https://pypi.org/simple/pip/
Getting page https://pypi.org/simple/pip/
Starting new HTTPS connection (1): pypi.org:443
https://pypi.org:443 "GET /simple/pip/ HTTP/1.1" 200 11244
Analyzing links from page https://pypi.org/simple/pip/
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  Found link https://files.pythonhosted.org/packages/4c/4d/88bc9413da11702cbbace3ccc51350ae099bb351febae8acc85fec34f9af/pip-19.0.2.tar.gz#sha256=f851133f8b58283fa50d8c78675eb88d4ff4cde29b6c41205cd938b06338e0e5 (from https://pypi.org/simple/pip/) (requires-python:>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*), version: 19.0.2
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  Found link https://files.pythonhosted.org/packages/f9/fb/863012b13912709c13cf5cfdbfb304fa6c727659d6290438e1a88df9d848/pip-19.1-py2.py3-none-any.whl#sha256=8f59b6cf84584d7962d79fd1be7a8ec0eb198aa52ea864896551736b3614eee9 (from https://pypi.org/simple/pip/) (requires-python:>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*), version: 19.1
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  Found link https://files.pythonhosted.org/packages/5c/e0/be401c003291b56efc55aeba6a80ab790d3d4cece2778288d65323009420/pip-19.1.1-py2.py3-none-any.whl#sha256=993134f0475471b91452ca029d4390dc8f298ac63a712814f101cd1b6db46676 (from https://pypi.org/simple/pip/) (requires-python:>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*), version: 19.1.1
  Found link https://files.pythonhosted.org/packages/93/ab/f86b61bef7ab14909bd7ec3cd2178feb0a1c86d451bc9bccd5a1aedcde5f/pip-19.1.1.tar.gz#sha256=44d3d7d3d30a1eb65c7e5ff1173cdf8f7467850605ac7cc3707b6064bddd0958 (from https://pypi.org/simple/pip/) (requires-python:>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*), version: 19.1.1

I think the error reason may be that the nvcc is not installed. Because I run

➜  apex git:(master) ✗ nvcc --version
zsh: command not found: nvcc

I am sorry again that I didn't show the full log.

Thanks for the update!
nvcc is the NVIDIA compiler to compile .cu source files.
You would have to install CUDA on your machine to be able to use it.

Note that even though PyTorch binaries ship with CUDA runtime libs, you won't get a working nvcc.

Also, the second method seems to point to a missing PyTorch install.
I'm not sure, if that's really the case or if the manually created nvcc folder messes up the error messages now.

You can find the current CUDA libs here.

The command that worked for me, after activated the environment where you have pytorch compiled with your current cuda version, and downloading the apex project use: python setup.py install --cuda_ext --cpp_ext inside apex's directory including those extensions.

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