I have followed the steps from here to enable gpu with theano on an Ubuntu 16.04 machine. I installed cuda toolkit, cudnn, drivers but I am still not able to get it to work. And when I run:
from theano.sandbox import cuda
cuda.use("gpu0")
I get the following exception:
Exception: ('The following error happened while compiling the node', GpuCAReduce{add}{1}(<CudaNdarrayType(float32, vector)>), '\n', 'nvcc return status', 1, 'for cmd', 'nvcc -shared -O3 -arch=sm_50 -m64 -Xcompiler -fno-math-errno,-Wno-unused-label,-Wno-unused-variable,-Wno-write-strings,-DCUDA_NDARRAY_CUH=c72d035fdf91890f3b36710688069b2e,-DNPY_NO_DEPRECATED_API=NPY_1_7_API_VERSION,-fPIC,-fvisibility=hidden -Xlinker -rpath,/home/...ledir_Linux-4.10--generic-x86_64-with-debian-stretch-sid-x86_64-2.7.13-64/cuda_ndarray -I/home/...ledir_Linux-4.10--generic-x86_64-with-debian-stretch-sid-x86_64-2.7.13-64/cuda_ndarray -I/usr/include -I/home/...thon2.7/site-packages/numpy/core/include -I/home/.../python2.7 -I/home/.../python2.7/site-packages/theano/gof -I/home/.../python2.7/site-packages/theano/sandbox/cuda -L/home/...ledir_Linux-4.10--generic-x86_64-with-debian-stretch-sid-x86_64-2.7.13-64/cuda_ndarray -L/home/... -o /home/...ledir_Linux-4.10--generic-x86_64-with-debian-stretch-sid-x86_64-2.7.13-64/tmpYVhcOM/544270fe7a21a748315f83abfe0913cc.so mod.cu -lcudart -lcublas -lcuda_ndarray -lpython2.7', '[GpuCAReduce{add}{1}(<CudaNdarrayType(float32, vector)>)]')
How can I fix this error?
Here is the full error trace:
Python 2.7.13 |Anaconda 4.4.0 (64-bit)| (default, Dec 20 2016, 23:09:15)
[GCC 4.4.7 20120313 (Red Hat 4.4.7-1)] on linux2
Type "help", "copyright", "credits" or "license" for more information.
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>>> from theano.sandbox import cuda
>>> cuda.use("gpu0")
WARNING (theano.sandbox.cuda): The cuda backend is deprecated and will be removed in the next release (v0.10). Please switch to the gpuarray backend. You can get more information about how to switch at this URL:
https://github.com/Theano/Theano/wiki/Converting-to-the-new-gpu-back-end%28gpuarray%29
/home/.../python2.7/site-packages/theano/sandbox/cuda/__init__.py:556: UserWarning: Theano flag device=gpu* (old gpu back-end) only support floatX=float32. You have floatX=float64. Use the new gpu back-end with device=cuda* for that value of floatX.
warnings.warn(msg)
WARNING (theano.gof.compilelock): Overriding existing lock by dead process '8175' (I am process '2320')
In file included from /home/.../python2.7/Python.h:8:0,
from mod.cu:1:
/home/.../python2.7/pyconfig.h:1190:0: warning: "_POSIX_C_SOURCE" redefined
#define _POSIX_C_SOURCE 200112L
^
In file included from /usr/include/host_config.h:161:0,
from /usr/include/cuda_runtime.h:76,
from <command-line>:0:
/usr/include/features.h:228:0: note: this is the location of the previous definition
# define _POSIX_C_SOURCE 200809L
^
In file included from /home/.../python2.7/Python.h:8:0,
from mod.cu:1:
/home/.../python2.7/pyconfig.h:1212:0: warning: "_XOPEN_SOURCE" redefined
#define _XOPEN_SOURCE 600
^
In file included from /usr/include/host_config.h:161:0,
from /usr/include/cuda_runtime.h:76,
from <command-line>:0:
/usr/include/features.h:169:0: note: this is the location of the previous definition
# define _XOPEN_SOURCE 700
^
In file included from /home/.../python2.7/Python.h:8:0,
from mod.cu:1:
/home/.../python2.7/pyconfig.h:1190:0: warning: "_POSIX_C_SOURCE" redefined
#define _POSIX_C_SOURCE 200112L
^
In file included from /usr/include/host_config.h:161:0,
from /usr/include/cuda_runtime.h:76,
from <command-line>:0:
/usr/include/features.h:228:0: note: this is the location of the previous definition
# define _POSIX_C_SOURCE 200809L
^
In file included from /home/.../python2.7/Python.h:8:0,
from mod.cu:1:
/home/.../python2.7/pyconfig.h:1212:0: warning: "_XOPEN_SOURCE" redefined
#define _XOPEN_SOURCE 600
^
In file included from /usr/include/host_config.h:161:0,
from /usr/include/cuda_runtime.h:76,
from <command-line>:0:
/usr/include/features.h:169:0: note: this is the location of the previous definition
# define _XOPEN_SOURCE 700
^
/usr/include/string.h: In function ‘void* __mempcpy_inline(void*, const void*, size_t)’:
/usr/include/string.h:652:42: error: ‘memcpy’ was not declared in this scope
return (char *) memcpy (__dest, __src, __n) + __n;
^
mod.cu: In member function ‘int _GLOBAL__N__38_tmpxft_00000948_00000000_9_mod_cpp1_ii_ae46f2fe::__struct_compiled_op_544270fe7a21a748315f83abfe0913cc::run()’:
mod.cu:388:172: warning: format ‘%d’ expects argument of type ‘int’, but argument 3 has type ‘size_t {aka long unsigned int}’ [-Wformat=]
['nvcc', '-shared', '-O3', '-arch=sm_50', '-m64', '-Xcompiler', '-fno-math-errno,-Wno-unused-label,-Wno-unused-variable,-Wno-write-strings,-DCUDA_NDARRAY_CUH=c72d035fdf91890f3b36710688069b2e,-DNPY_NO_DEPRECATED_API=NPY_1_7_API_VERSION,-fPIC,-fvisibility=hidden', '-Xlinker', '-rpath,/home/...ledir_Linux-4.10--generic-x86_64-with-debian-stretch-sid-x86_64-2.7.13-64/cuda_ndarray', '-I/home/...ledir_Linux-4.10--generic-x86_64-with-debian-stretch-sid-x86_64-2.7.13-64/cuda_ndarray', '-I/usr/include', '-I/home/...thon2.7/site-packages/numpy/core/include', '-I/home/.../python2.7', '-I/home/.../python2.7/site-packages/theano/gof', '-I/home/.../python2.7/site-packages/theano/sandbox/cuda', '-L/home/...ledir_Linux-4.10--generic-x86_64-with-debian-stretch-sid-x86_64-2.7.13-64/cuda_ndarray', '-L/home/...', '-o', '/home/...ledir_Linux-4.10--generic-x86_64-with-debian-stretch-sid-x86_64-2.7.13-64/tmpYVhcOM/544270fe7a21a748315f83abfe0913cc.so', 'mod.cu', '-lcudart', '-lcublas', '-lcuda_ndarray', '-lpython2.7']
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/home/.../python2.7/site-packages/theano/sandbox/cuda/__init__.py", line 593, in use
theano.sandbox.cuda.tests.test_driver.test_nvidia_driver1()
File "/home/.../python2.7/site-packages/theano/sandbox/cuda/tests/test_driver.py", line 32, in test_nvidia_driver1
profile=False)
File "/home/.../python2.7/site-packages/theano/compile/function.py", line 326, in function
output_keys=output_keys)
File "/home/.../python2.7/site-packages/theano/compile/pfunc.py", line 486, in pfunc
output_keys=output_keys)
File "/home/.../python2.7/site-packages/theano/compile/function_module.py", line 1795, in orig_function
defaults)
File "/home/.../python2.7/site-packages/theano/compile/function_module.py", line 1661, in create
input_storage=input_storage_lists, storage_map=storage_map)
File "/home/.../python2.7/site-packages/theano/gof/link.py", line 699, in make_thunk
storage_map=storage_map)[:3]
File "/home/.../python2.7/site-packages/theano/gof/vm.py", line 1047, in make_all
impl=impl))
File "/home/.../python2.7/site-packages/theano/gof/op.py", line 935, in make_thunk
no_recycling)
File "/home/.../python2.7/site-packages/theano/gof/op.py", line 839, in make_c_thunk
output_storage=node_output_storage)
File "/home/.../python2.7/site-packages/theano/gof/cc.py", line 1190, in make_thunk
keep_lock=keep_lock)
File "/home/.../python2.7/site-packages/theano/gof/cc.py", line 1131, in __compile__
keep_lock=keep_lock)
File "/home/.../python2.7/site-packages/theano/gof/cc.py", line 1586, in cthunk_factory
key=key, lnk=self, keep_lock=keep_lock)
File "/home/.../python2.7/site-packages/theano/gof/cmodule.py", line 1159, in module_from_key
module = lnk.compile_cmodule(location)
File "/home/.../python2.7/site-packages/theano/gof/cc.py", line 1489, in compile_cmodule
preargs=preargs)
File "/home/.../python2.7/site-packages/theano/sandbox/cuda/nvcc_compiler.py", line 405, in compile_str
'for cmd', ' '.join(cmd))
Exception: ('The following error happened while compiling the node', GpuCAReduce{add}{1}(<CudaNdarrayType(float32, vector)>), '\n', 'nvcc return status', 1, 'for cmd', 'nvcc -shared -O3 -arch=sm_50 -m64 -Xcompiler -fno-math-errno,-Wno-unused-label,-Wno-unused-variable,-Wno-write-strings,-DCUDA_NDARRAY_CUH=c72d035fdf91890f3b36710688069b2e,-DNPY_NO_DEPRECATED_API=NPY_1_7_API_VERSION,-fPIC,-fvisibility=hidden -Xlinker -rpath,/home/...ledir_Linux-4.10--generic-x86_64-with-debian-stretch-sid-x86_64-2.7.13-64/cuda_ndarray -I/home/...ledir_Linux-4.10--generic-x86_64-with-debian-stretch-sid-x86_64-2.7.13-64/cuda_ndarray -I/usr/include -I/home/...thon2.7/site-packages/numpy/core/include -I/home/.../python2.7 -I/home/.../python2.7/site-packages/theano/gof -I/home/.../python2.7/site-packages/theano/sandbox/cuda -L/home/...ledir_Linux-4.10--generic-x86_64-with-debian-stretch-sid-x86_64-2.7.13-64/cuda_ndarray -L/home/... -o /home/...ledir_Linux-4.10--generic-x86_64-with-debian-stretch-sid-x86_64-2.7.13-64/tmpYVhcOM/544270fe7a21a748315f83abfe0913cc.so mod.cu -lcudart -lcublas -lcuda_ndarray -lpython2.7', '[GpuCAReduce{add}{1}(<CudaNdarrayType(float32, vector)>)]')
