in pytorch, cuda.is_availbale(), but every operation fails with out of memory
I've set up a new virtual machine (on GCP) with a K80 GPU on Ubuntu 16.
Followed installation instructions for the CUDA toolkit 9.1
nvidia-smi returns correctly:
NVIDIA-SMI 390.12 Driver Version: 390.12
...
in pytorch, cuda.is_available() returns True,
but any operation fails:
torch.randn(10).cuda() ==>
RuntimeError: cuda runtime error (2) : out of memory at /opt/conda/conda-
bld/pytorch_1512378422383/work/torch/lib/THC/generic/THCStorage.cu:58
What am I missing in the installation?
linux gpu pytorch
add a comment |
I've set up a new virtual machine (on GCP) with a K80 GPU on Ubuntu 16.
Followed installation instructions for the CUDA toolkit 9.1
nvidia-smi returns correctly:
NVIDIA-SMI 390.12 Driver Version: 390.12
...
in pytorch, cuda.is_available() returns True,
but any operation fails:
torch.randn(10).cuda() ==>
RuntimeError: cuda runtime error (2) : out of memory at /opt/conda/conda-
bld/pytorch_1512378422383/work/torch/lib/THC/generic/THCStorage.cu:58
What am I missing in the installation?
linux gpu pytorch
add a comment |
I've set up a new virtual machine (on GCP) with a K80 GPU on Ubuntu 16.
Followed installation instructions for the CUDA toolkit 9.1
nvidia-smi returns correctly:
NVIDIA-SMI 390.12 Driver Version: 390.12
...
in pytorch, cuda.is_available() returns True,
but any operation fails:
torch.randn(10).cuda() ==>
RuntimeError: cuda runtime error (2) : out of memory at /opt/conda/conda-
bld/pytorch_1512378422383/work/torch/lib/THC/generic/THCStorage.cu:58
What am I missing in the installation?
linux gpu pytorch
I've set up a new virtual machine (on GCP) with a K80 GPU on Ubuntu 16.
Followed installation instructions for the CUDA toolkit 9.1
nvidia-smi returns correctly:
NVIDIA-SMI 390.12 Driver Version: 390.12
...
in pytorch, cuda.is_available() returns True,
but any operation fails:
torch.randn(10).cuda() ==>
RuntimeError: cuda runtime error (2) : out of memory at /opt/conda/conda-
bld/pytorch_1512378422383/work/torch/lib/THC/generic/THCStorage.cu:58
What am I missing in the installation?
linux gpu pytorch
linux gpu pytorch
edited Jan 28 '18 at 13:06
talonmies
59.4k17128197
59.4k17128197
asked Jan 28 '18 at 12:34
PaulPaul
9021721
9021721
add a comment |
add a comment |
2 Answers
2
active
oldest
votes
Oh.. Never mind I had to restart the machine for the drivers to reload.
1
I am using google colaboratory. I have restarted runtime many times but still facing the same issue.RuntimeError: cuda runtime error (2) : out of memory at
– Mayur Patel
Feb 14 '18 at 11:38
add a comment |
- sometimes the GPU memory is occupied by the previous operation to free up the memory the IDE kernel (spyder/spyder3) can be restarted or restart your PC.
- try the code with sudo command if you are using Ubuntu.
hope it works for you as well.
add a comment |
Your Answer
StackExchange.ifUsing("editor", function ()
StackExchange.using("externalEditor", function ()
StackExchange.using("snippets", function ()
StackExchange.snippets.init();
);
);
, "code-snippets");
StackExchange.ready(function()
var channelOptions =
tags: "".split(" "),
id: "1"
;
initTagRenderer("".split(" "), "".split(" "), channelOptions);
StackExchange.using("externalEditor", function()
// Have to fire editor after snippets, if snippets enabled
if (StackExchange.settings.snippets.snippetsEnabled)
StackExchange.using("snippets", function()
createEditor();
);
else
createEditor();
);
function createEditor()
StackExchange.prepareEditor(
heartbeatType: 'answer',
autoActivateHeartbeat: false,
convertImagesToLinks: true,
noModals: true,
showLowRepImageUploadWarning: true,
reputationToPostImages: 10,
bindNavPrevention: true,
postfix: "",
imageUploader:
brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
allowUrls: true
,
onDemand: true,
discardSelector: ".discard-answer"
,immediatelyShowMarkdownHelp:true
);
);
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function ()
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f48486408%2fin-pytorch-cuda-is-availbale-but-every-operation-fails-with-out-of-memory%23new-answer', 'question_page');
);
Post as a guest
Required, but never shown
2 Answers
2
active
oldest
votes
2 Answers
2
active
oldest
votes
active
oldest
votes
active
oldest
votes
Oh.. Never mind I had to restart the machine for the drivers to reload.
1
I am using google colaboratory. I have restarted runtime many times but still facing the same issue.RuntimeError: cuda runtime error (2) : out of memory at
– Mayur Patel
Feb 14 '18 at 11:38
add a comment |
Oh.. Never mind I had to restart the machine for the drivers to reload.
1
I am using google colaboratory. I have restarted runtime many times but still facing the same issue.RuntimeError: cuda runtime error (2) : out of memory at
– Mayur Patel
Feb 14 '18 at 11:38
add a comment |
Oh.. Never mind I had to restart the machine for the drivers to reload.
Oh.. Never mind I had to restart the machine for the drivers to reload.
answered Jan 28 '18 at 13:03
PaulPaul
9021721
9021721
1
I am using google colaboratory. I have restarted runtime many times but still facing the same issue.RuntimeError: cuda runtime error (2) : out of memory at
– Mayur Patel
Feb 14 '18 at 11:38
add a comment |
1
I am using google colaboratory. I have restarted runtime many times but still facing the same issue.RuntimeError: cuda runtime error (2) : out of memory at
– Mayur Patel
Feb 14 '18 at 11:38
1
1
I am using google colaboratory. I have restarted runtime many times but still facing the same issue.
RuntimeError: cuda runtime error (2) : out of memory at
– Mayur Patel
Feb 14 '18 at 11:38
I am using google colaboratory. I have restarted runtime many times but still facing the same issue.
RuntimeError: cuda runtime error (2) : out of memory at
– Mayur Patel
Feb 14 '18 at 11:38
add a comment |
- sometimes the GPU memory is occupied by the previous operation to free up the memory the IDE kernel (spyder/spyder3) can be restarted or restart your PC.
- try the code with sudo command if you are using Ubuntu.
hope it works for you as well.
add a comment |
- sometimes the GPU memory is occupied by the previous operation to free up the memory the IDE kernel (spyder/spyder3) can be restarted or restart your PC.
- try the code with sudo command if you are using Ubuntu.
hope it works for you as well.
add a comment |
- sometimes the GPU memory is occupied by the previous operation to free up the memory the IDE kernel (spyder/spyder3) can be restarted or restart your PC.
- try the code with sudo command if you are using Ubuntu.
hope it works for you as well.
- sometimes the GPU memory is occupied by the previous operation to free up the memory the IDE kernel (spyder/spyder3) can be restarted or restart your PC.
- try the code with sudo command if you are using Ubuntu.
hope it works for you as well.
edited Nov 14 '18 at 6:28
answered Nov 12 '18 at 10:36
KhanKhan
14215
14215
add a comment |
add a comment |
Thanks for contributing an answer to Stack Overflow!
- Please be sure to answer the question. Provide details and share your research!
But avoid …
- Asking for help, clarification, or responding to other answers.
- Making statements based on opinion; back them up with references or personal experience.
To learn more, see our tips on writing great answers.
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function ()
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f48486408%2fin-pytorch-cuda-is-availbale-but-every-operation-fails-with-out-of-memory%23new-answer', 'question_page');
);
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function ()
StackExchange.helpers.onClickDraftSave('#login-link');
);
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown