Open austeane opened 6 years ago
I get the same issue with my macbook pro running El Capitan. With verbose=True it states that only 1 core is being used (top confirms this in terminal) regardless of the n_jobs parameter.
Experiencing the same issue. Is the value hard coded in line 604 there: https://github.com/DmitryUlyanov/Multicore-TSNE/blob/master/multicore_tsne/tsne.cpp ?
It usually means that OpenMP was not found in the system. Although @kernc did a great job by improving compatibility with MacOS, some problems still emerge.
Take a look at this thread https://github.com/DmitryUlyanov/Multicore-TSNE/issues/1 and try the recipes from there. It should help.
Indeed, if you are using a pre-built wheel installed from PyPI with pip install MulticoreTSNE
, it likely was built without OpenMP support.
The workaround on OS X is possibly:
brew install libomp
# or alternatively, install Xcode
# Force building the package from source
pip install -U --no-binary MulticoreTSNE
# or pip install -U git+https://github.com/DmitryUlyanov/Multicore-TSNE.git
@DmitryUlyanov Since we are using Homebrew already to install Python in OS X builds, might as well put in there libomp
package for releases.
Thank you the suggestions. I uninstalled MulticoreTSNE using pip, installed libomp and tried building the package from source, but that didn't solve the issue.
When building the source, was this string present?
CMake Warning at CMakeLists.txt:22 (MESSAGE): Not using OpenMP. Performance will suffer.
Here is the output:
paul@dhcp-24-184:~/Documents$pip install -U git+https://github.com/DmitryUlyanov/Multicore-TSNE.git
Collecting git+https://github.com/DmitryUlyanov/Multicore-TSNE.git
Cloning https://github.com/DmitryUlyanov/Multicore-TSNE.git to /private/tmp/pip-fbXO5V-build
Collecting numpy (from MulticoreTSNE==0.1)
Downloading numpy-1.14.1-cp27-cp27m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl (4.7MB)
100% |████████████████████████████████| 4.7MB 256kB/s
Requirement already up-to-date: cffi in /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages (from MulticoreTSNE==0.1)
Requirement already up-to-date: pycparser in /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages (from cffi->MulticoreTSNE==0.1)
Installing collected packages: numpy, MulticoreTSNE
Found existing installation: numpy 1.13.3
Uninstalling numpy-1.13.3:
Successfully uninstalled numpy-1.13.3
Running setup.py install for MulticoreTSNE ... done
Successfully installed MulticoreTSNE-0.1 numpy-1.14.1
Package works fine otherwise but it would be helpful for bigger datasets.
This doesn't print build stage output. Try:
pip install --verbose -U --no-deps git+https://github.com/DmitryUlyanov/Multicore-TSNE.git
I've gotten this working on my MacBook (though I'm using an older version of this repo)
see here: https://github.com/sg-s/Multicore-TSNE
@PaulRivaud Have you managed to build with --verbose
flag to determine whether OpenMP is not available and why?
@kernc Sorry for the late response. I tried using the command but got the following:
SSLError: [SSL: TLSV1_ALERT_PROTOCOL_VERSION] tlsv1 alert protocol version (_ssl.c:661)
I updated openssl with brew but I still get that error.
SSLError ...
Unrelated to Multicore-TSNE depending on OpenMP. More like something to do with another dependency re-downloaded from PyPI and this recent policy update: https://status.python.org/incidents/hdx7w97m5hr8. The proposed workaround for OS X is to update your pip (pip install -U pip
) and, indeed, try again later.
Thank you, I managed to get rid of the error. Command output with verbose flag:
Collecting https://github.com/DmitryUlyanov/Multicore-TSNE.git
Looking up "https://github.com/DmitryUlyanov/Multicore-TSNE.git" in the cache
No cache entry available
Starting new HTTPS connection (1): github.com
https://github.com:443 "GET /DmitryUlyanov/Multicore-TSNE.git HTTP/1.1" 301 178
Updating cache with response from "https://github.com/DmitryUlyanov/Multicore-TSNE.git"
Caching permanant redirect
Looking up "https://github.com/DmitryUlyanov/Multicore-TSNE" in the cache
No cache entry available
https://github.com:443 "GET /DmitryUlyanov/Multicore-TSNE HTTP/1.1" 200 None
Downloading https://github.com/DmitryUlyanov/Multicore-TSNE.git
Downloading from URL https://github.com/DmitryUlyanov/Multicore-TSNE.git
/ 122kB 3.1MB/s Updating cache with response from "https://github.com/DmitryUlyanov/Multicore-TSNE"
Cannot unpack file /private/var/folders/sr/dxzg_7ms43z84dfqf9rmnksc0000gn/T/pip-pkFrFJ-unpack/Multicore-TSNE.git (downloaded from /private/var/folders/sr/dxzg_7ms43z84dfqf9rmnksc0000gn/T/pip-5ctuLP-build, content-type: text/html; charset=utf-8); cannot detect archive format
Cleaning up...
Cannot determine archive format of /private/var/folders/sr/dxzg_7ms43z84dfqf9rmnksc0000gn/T/pip-5ctuLP-build
Exception information:
Traceback (most recent call last):
File "/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pip/basecommand.py", line 215, in main
status = self.run(options, args)
File "/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pip/commands/install.py", line 335, in run
wb.build(autobuilding=True)
File "/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pip/wheel.py", line 749, in build
self.requirement_set.prepare_files(self.finder)
File "/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pip/req/req_set.py", line 380, in prepare_files
ignore_dependencies=self.ignore_dependencies))
File "/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pip/req/req_set.py", line 620, in _prepare_file
session=self.session, hashes=hashes)
File "/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pip/download.py", line 821, in unpack_url
hashes=hashes
File "/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pip/download.py", line 663, in unpack_http_url
unpack_file(from_path, location, content_type, link)
File "/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pip/utils/__init__.py", line 620, in unpack_file
'Cannot determine archive format of %s' % location
InstallationError: Cannot determine archive format of /private/var/folders/sr/dxzg_7ms43z84dfqf9rmnksc0000gn/T/pip-5ctuLP-build```
Gash, sorry, the command is:
pip install --verbose -U --no-deps git+https://github.com/DmitryUlyanov/Multicore-TSNE.git
(git URL needs git+
prefix).
Oh okay. So here it is:
CMake suite maintained and supported by Kitware (kitware.com/cmake).
-- The CXX compiler identification is AppleClang 7.0.2.7000181
-- Check for working CXX compiler: /Library/Developer/CommandLineTools/usr/bin/c++
-- Check for working CXX compiler: /Library/Developer/CommandLineTools/usr/bin/c++ -- works
-- Detecting CXX compiler ABI info
-- Detecting CXX compiler ABI info - done
-- Detecting CXX compile features
-- Detecting CXX compile features - done
-- Could NOT find OpenMP_CXX (missing: OpenMP_CXX_FLAGS OpenMP_CXX_LIB_NAMES) (Required is at least version "2")
-- Could NOT find OpenMP (missing: OpenMP_CXX_FOUND) (Required is at least version "2")
CMake Warning at CMakeLists.txt:22 (MESSAGE):
Not using OpenMP. Performance will suffer.
I will try to look at it.
AppleClang (7.0.2) doesn't seem to ship with OpenMP configured. Two things you can try:
-fopenmp=libomp
to CMakeLists here.Facing the same issue on OSx 10.15
I downloaded and installed as per instructions, however on my 2017 MacBook Pro running High Sierra, the test script using MNIST always uses 1 core, regardless of the n_jobs parameter passed in.