Pytorch cuda illegal memory access. But my code works fine using Google Colab.

Pytorch cuda illegal memory access 2, 10. py args and post the stack trace here, please? TTyRAeLL (Shengyu Liu) October 17, 2020, 6:49am 5 Mar 11, 2019 · CUDA error: an illegal memory access was encountered I use the latest stable PyTorch 1. Could you try device = torch. . However when I RuntimeError: CUDA error: an illegal memory access was encountered. backends. 0, which skips the valid assertions inside some CUDA methods and instead crashes with Oct 11, 2017 · @Liang Your problem is likely different from @qbx2 's. 2. synchronize() to cause the error to be raised at this specific point, it suggests that the illegal memory access is likely happening somewhere May 16, 2020 · Recently, I plan to implement Kalman filter with pytorch. 0a0+1aef87d) and it worked fine. Conv1d, Dec 24, 2020 · Are you using the latest PyTorch release (1. I posted my issue in github. ansj11 (ShowMeCode) February 6, 2024, 10:39am 1. Nov 16, 2021 · CUDA used to build PyTorch: 11. memory)), becuase this is a random operation (like my random error). Sep 27, 2020 · Run the test -> illegal memory access on CUDA (on some platforms). I'm not sure exactly which Sep 10, 2024 · I am working on runpod. inverse() causes CUDA illegal memory access. pod infor :1 x RTX A6000 16 vCPU 62 GB RAM . 30. dev20221017 Is debug build: False CUDA used to build PyTorch: 11. 20 my code works well on PASCAL VOC dataset. I made slight modifications to run it on GPU and the code started throwing CUDA error: an illegal memory access was encountered Below given code contains the network architecture and the training loop ## create encoder model and decoder model class Oct 3, 2022 · Hi, I have a machine with 2GPUs and I was trying to use mp. How to free all GPU memory from pytorch. det() returns some nan values where it should return 0. is_complex() else None, non_blocking) This happens when I build the model with nn. 8 cuda Version: 12. mszhanyi (Yi Zhang) April 1, 2021, 7:08am 22. Environment. 41 GiB is allocated by PyTorch, and 39. 4 from source. Reload to refresh your session. I wrote a PyTorch C++/CUDA extension code for a specific task that I had using the exact steps mentioned in the tutorial page. Aug 3, 2020 · I implemented a pytorch cuda extension of xnor_gemm. cpu() and . 7 Is CUDA available: Yes CUDA runtime version Feb 2, 2023 · Hi everyone, following the C++/CUDA extension tutorial on the pytorch website and having a look at the linked source code I have created my own CUDA kernel which does not do something useful, but is done as a learning project. nn as nn import torch. hvd. torch. Does anyone have any idea about this situation? Thanks for any suggestion. Hot Network Questions What’s a bug breach in Helldivers 2? TikZ/PGF: Can you set arrow size based on the height of the node it is attached to? Oct 24, 2024 · Summary The base repro: PYTORCH_NO_CUDA_MEMORY_CACHING=1 CUDA_LAUNCH_BLOCKING=1 python benchmark. 12 (main, Mar 22 2024, 16:50:05) [GCC Oct 5, 2022 · TRY: Unistalling the MSI Afterburner and its Riva Tool (After I upgraded from EVGA 1060 to ASUS TUF 4070, I updated MSI Afterburner to 4. cross_entropy to these segments. This is not a small code, however, all the starting cells are just loading the required files and the code. g. 11). rnn class Model(nn. to(device) gets error Nov 20, 2018 · PyTorch CUDA error: an illegal memory access was encountered. 3 ROCM used to build PyTorch: N/A OS: Ubuntu 22. I'm able to get training to work with the following code, but for some reason evaluation is not working - giving me an illegal access memory: I'm running pytorch 1. amp to Jul 19, 2022 · Could you update to the latest stable or nightly release and check if you are still hitting this issue, please? Mar 31, 2017 · I am implementing an encoder-decoder network in which the encoder takes a 5d input and compresses it to a 4d output, while the decoder takes a 4d input and up-samples to a 4d output. Nov 22, 2017 · I’m getting segfaults when using multiple GPUs to interact with a tensor that is used to sample random numbers. 12 cu113 (conda) to update timing spreadsheets. May 1, 2018 · specific batchsize illegal memory access PyTorch version: 1. OS: Ubuntu 18. 4 LTS GCC version: (Ubuntu 5. . py args and check the stack trace as well as the line of code, which creates this issue? Apr 11, 2024 · I am creating a simpler FrankaCabinet task in IsaacGym in which I am replacing the cabinet with just a box with a cylinder to be reached to. 1, 10. functional as F import torch. benchmark = False # was True and now it works like a magic! What is the reason behind that?! Cordially, Constantine. 79 RuntimeError: CUDA out of memory. 0a0+533c837 Is debug build: False CUDA used to build PyTorch: 11. torchvision. The issue behind this issue is a bug specific to the Upsample1d cuda function. One recommended approach is to update PyTorch to the latest release with the latest library stack and to check if this was a known and Oct 19, 2017 · You should run your code with CUDA_LAUNCH_BLOCKING=1 to see where the error comes from. cpu(). all() on CUDA tensors with float32 dtype causes an "illegal memory access" exception after upgrading to PyTorch 2. py", line 237, in < Sep 5, 2020 · The illegal memory access might have been created by a previous CUDA operation and your loss could be a red herring. You signed out in another tab or window. 2 LTS (x86_64) GCC version: (Ubuntu 9. I came across the same issue. yf225 (PyTorch Developer, Meta) July 23, 2019, 3:26am 2. Including non-PyTorch memory, this process has 79. 8. I’m trying to run an experiment with a basic 2-layer MLP. 🐛 Describe the bug I am trying out FlexAttention (nightly build) for complex masking and I get RuntimeError: CUDA error: an illegal me 🐛 Bug Hi, every one, I can not figure out where went wrong, I need some help, thanks in advance. 2, 11. I've run into a number of cases where out of memory situations are not being picked up correctly Aug 21, 2020 · but i don’t know the reason. Seems to happen somewhat randomly but always late in my training process. 0, could you update to 1. py install Feb 2, 2022 · (#72585) Summary: Implicitly fixes pytorch/pytorch#72203 and pytorch/pytorch#72204. 5 in combination with Python 3. 176 OS: Ubuntu 16. Jun 23, 2021 · I keep getting the following error after a seemingly random period of time: RuntimeError: CUDA error: an illegal memory access was encountered. 12. 0-6ubuntu1~16. The mentioned out of range indexing is a common issue, which could also be caused by e. This is one of the four errors I receive. Jun 12, 2020 · You signed in with another tab or window. 35 Python version: 3. Conv2d code snippet? If not, rerun your script with CUDA_LAUNCH_BLOCKING=1 python script. PyTorch version: Aug 2, 2023 · RuntimeError: CUDA error: an illegal memory access was encountered and not report any indication where in the code something went bad leaving the impression that Pytorch just crashes on occasion. collect_env? Jun 15, 2019 · Thanks for the information! Do you have any other GPU available to test it against your Titan XP? Recently, @pinouchon reported in this topic about similar issues using his GPU. 0 ROCM used to build PyTorch: N/A. 0 encountered CUDA error: an illegal memory access was encountered. Summary Jun 24, 2024 · My training crashes randomly with this error: terminate called after throwing an instance of 'c10::Error' what(): CUDA error: an illegal memory access was encountered CUDA kernel errors might be as Apr 16, 2020 · 🐛 Bug When writing a new PR, CI reported RuntimeError: CUDA error: an illegal memory access was encountered for a test I added and all the subsequent tests in configuration pytorch_linux_xenial_cuda10_2_cudnn7_py3_gcc7_test. Open kaimingkuang opened this issue Mar 5, 2021 · 1 comment Open edited by pytorch-probot bot. At the beginning I though it was due to insufficient memory capacity but then realized the two things are not related. empty_cache(). 1. h:125 NCCL WARN Cuda failure 700 'an illegal memory access was encountered' n122-164-108:7400:7642 [1] PyTorch version: 2. numpy() # RuntimeError: CUDA error: an illegal memory access was encountered Identical code runs fine on the other 7 GPUs but gives an Jan 30, 2024 · WSL 환경에서 PyTorch Lightning을 사용하시면서 RuntimeError: CUDA error: an illegal memory access was encountered 오류가 발생하는 문제로 고민이 많으시군요. If so, could you post a minimal, executable code snippet to reproduce the issue as well as the output of python -m torch. There are shortcut connections which pass 4d slices of encoder feature maps to the decoder. ritesh313 (Ritesh Chowdhry) Jan 31, 2020 · CUDA error: an illegal memory access was encountered when using output_padding in nn. Some Apr 13, 2022 · I think there must be someting wrong with conv2d with cuda. When the image sizes in both train and valid are same, the lightning module framework runs without errors, otherwise it throws the below error: RuntimeError: CUDA error: an illegal memory access was encountered CUDA kernel errors might be asynchronously reported at 🐛 Describe the bug The following simple code fails with a cuda illegal memory access in latest pytorch nightly: import torch t = torch. Jan 8, 2018 · pytorch 0. 8 (64-bit runtime) Is CUDA available: True CUDA runtime version: 10. 1, RuntimeError: reduce failed to synchronize: an illegal memory access was encountered CUDA_ViSIBLE_DEVICES=1 python *. 3 LTS (x86_64) GCC version: (Ubuntu 11. 1 LTS (x86_64) Sep 14, 2022 · 🐛 Describe the bug I found that the nn. clamp(min=1. 6. You switched accounts on another tab or window. In the following inference code, there is an illegal memory access was encountered happened at stream Moving a tensor to cuda device cause illegal memory access in Pytorch. cholesky (covariance)" and run it on the GPU, I randomly encounter an I've tried installed pytorch1. cuda. 0 20160609 CMake version: version 3. However, if I mix it with PyTorch, I get cudaErrorIllegalAddress: an illegal memory access was encountered in the C++ library. I also found that this issue may Aug 26, 2023 · Are you using any custom layers in your model (e. 2 using conda on my server conda install pytorch==1. I don’t think it can (at least this would be the first time an OOM is causing the memory violation). 89. py --model maxvit_nano_rw_256 --precision bfloat16 --torchcompile --bench train --no-retry -b 64 This is producing : terminate called after Nov 1, 2022 · torch. 7 and cuda 11. 1) 9. 04) 9. aleksandarilic95 (Aleksandar Ilic) November 4, CUDA Exception: Warp Illegal Address The exception was triggered at PC 0x555591e11f40 Thread 27 "python" received signal CUDA_EXCEPTION_14, Mar 20, 2020 · Thanks for replying. py I get a CUDA error: “an illegal memory access was encountered”. 13. Here' PyTorch version: 2. The msg says the error occurs in the backward pass with clamp operation. 7 with cuda 9. 69 MiB is free. TeaWaterSleep November 2, 2020, 11:59am 1. , i. , and calling tensor. 0a0+ebedce2 Is debug build: False CUDA used to build PyTorch: 12. Not: Kod parçacıklarını üç geri işaretine sararak gönderebilirsiniz, bu da hata ayıklamayı kolaylaştırır. So may the tensor forward in the model, but it failed, it could be handled in some computation, PyTorch CUDA error: an illegal memory access was encountered. I have seen people suggest things such as using cuda. 1+cu121 [rank1]: Traceback (most recent call RuntimeError: CUDA error: an illegal memory access was encountered [rank1]: CUDA kernel errors might be asynchronously reported at some other API call, so the Nov 30, 2020 · 🐛 Bug I encountered the following sporadic crash while doing ResNet training using libtorch: terminate called after throwing an instance of 'c10::Error' what(): CUDA error: an illegal memory access Sep 8, 2018 · torch. Because all cuda calls are asynchronous when you don’t specify this option, Aug 1, 2023 · ChatGPT suggested adding torch. 33 Python Version: 3. I do not know what exactly calls to `scatter`, investigating Pull Request resolved: pytorch/pytorch#72585 Reviewed By: cpuhrsch Differential Revision: Feb 28, 2023 · CUDA error: an illegal memory access was encountered CUDA kernel errors might be asynchronously reported at some other API call, so the stacktrace below might be incorrect. 0 torc Jan 13, 2021 · I’m trying to fine-tune Resnet18, but replaced BatchNorm with GroupNorm. However, I met ‘CUDA error: an illegal memory access was encountered’ when I ran the CUDA version and it gave ‘Segmentation fault’ when I switched to the CPU version. The last cell is where I run the train. Closed zasdfgbnm opened this issue Feb 24, 2021 · 1 comment Closed xsacha pushed a commit to xsacha/pytorch that referenced this issue Mar 31, 2021. 37 MiB is reserved by PyTorch but unallocated. C++. But my code works fine using Google Colab. to(device, dtype if t. 0 Libc version: glibc-2. Dec 23, 2024 · Pytorch: RuntimeError: CUDA error: an illegal memory access was encountered. 7 ROCM used to build PyTorch: N/A OS: Ubuntu 20. It works on CPU, it works when I don’t unfreeze the GroupNorm, it works with BatchNorm but with GroupNorm unfrozen, it always fails with RuntimeError: CUDA error: an illegal memory access was encountered. cuda() to boxes to transfer them to the respective device but I get the exact same crash. Provided this memory requirement only is brought about by loss. 🐛 Bug. However, the error: RuntimeError: CUDA error: an illegal memory access was encountered is sometimes and I 🐛 Describe the bug Summary Using Tensor. PyTorch version: 1. 0, cudatoolkit 10. Is tensor. 4 LTS GCC version: Could not collect CMake version: Could not collect. ? Oct 31, 2020 · Hello every, I always encountered this illegal memory access bug no matter what project I trained bug description I’ll use one project as example to describe the Dec 12, 2018 · When I run the pix2pix GAN which implemented by eriklindernoren in the Pytorch version 0. In master process, I created a CPU model and in subprocess I converted the cloned cpu model to corresponding GPU based on rank. pytorch cuda out of memory while inferencing. 14. 3, driver is 470. py function. Home Nov 30, 2018 · Hi, all, I met the following problem when I run my code: THCudaCheck FAIL file=/pytorch/aten/src/THC/generic/THCTensorCopy. ops. This is therefore not a problem with any single PyTorch Geometric model, but most probably with underlying PyTorch. roi_align with GPU but getting this CUDA error: an illegal memory access was encountered. topk(32, dim=-1) Versions PyTorch version: 2. Hope it will get reponsed quickly. 3 ROCM used to build PyTorch: N/A OS: Ubuntu 20. compile and customized torch library operator. GPU 0 has a total capacity of 79. randn(160, 256, 3, 1024). Varying (aka reducing) the batch size and the seed, the issue disappears in most of the cases. ConvTranspose3d #32866. Because it works by use another card. This can be caused for example if some of your ground truth labels are larger than the number of labels. 5 - because it should work better with Ada Lovelace architecture - Then the bugs started occuring - I reinstalled Windows 11 and it was fine - the installed MSI Afterburner + Riva and the bugs returned - Simple uninstall and maybe Jul 20, 2024 · A100 80G *2 tune run --nproc_per_node 2 full_finetune_distributed --config llama3-8B. launch --nproc_per_node=2 Jun 6, 2019 · So I use PyCUDA. 1 ROCM used to build PyTorch: N/A OS: Manjaro Linux (x86_64) GCC version: (GCC) 10. Dec 28, 2021 · Well when you get CUDA OOM I'm afraid you can only restart the notebook/re-run your script. RuntimeError: CUDA error: an illegal memory access was encountered. empty_cache() but still I get the memory error so that is why Im Jun 20, 2022 · PyTorch CUDA error: an illegal memory access was encountered. I am running the below code withing the 1. But after searching here for a solution , I found torch. py args and post the stacktrace here, as cuDNN might just be running into an async memory violation. rahuldey91 (Rahuldey91) November 5, 2019, Update: this issue has been updated to only track CUDA inverse() causing an illegal memory access. In the end he realized that the hardware was broken (maybe by the pre-owner). Also, if it’s not already the case, update to the latest stable release. RuntimeError: CUDA error: an illegal memory access was encountered CUDA kernel errors might be asynchronously reported at some other API call, so the stacktrace below might be incorrect. 8 (64-bit runtime) Is CUDA available: True CUDA runtime Sep 28, 2022 · I got a problem with the CUDA kernel of torch. utils. Add 64bit indexing support for softmax (pytorch#52713) 4c78327. The above script was actually not what I used, I used "cuda:1", or "cuda:2" etc. 1 ROCM used to build PyTorch: N/A. 3 Libc version: Oct 19, 2017 · No, if you run in 2 commands, your should use export CUDA_LAUNCH_BLOCKING=1 but that will set it for the whole terminal session. 12 (does not happen with 3. The device is “pciBusID: 0000:00:04. I googled this issue, I found a suggestion indicating that the problem might arise from multiple users accessing the same GPU card. 1-cudnn7-runtime. Aug 27, 2021 · Any invalid memory read or write can cause this issue. PyTorch CUDA error: an illegal memory access was Sep 27, 2021 · I am training on different image sizes as compared to the validation data set image sizes. When I run the code, I got random CUDA errors. 6 LTS (x86_64) GCC version: Could not collect Clang May 13, 2021 · A RuntimeError: CUDA error: an illegal memory access was encountered pops up at torch. Jun 15, 2022 · Additional info: I checked other models and problem persists for many models and many JK options, not only LSTM. 0a0+3277723 Is debug build: No CUDA used to build PyTorch: 9. Once you have the kernel, you should be able to export the Triton code causing the issue and could forward it to the code owners. Of the allocated memory 77. Note the bad data is present in all runs, but just occasional runs randomly crash. 1 ROCM used to build PyTorch: N/A OS: Debian GNU/Linux 11 Hi, Thanks for the report. But when I do that with python -m torch. Code to rep Jun 20, 2020 · Thanks for contributing an answer to Stack Overflow! Please be sure to answer the question. The code executes fine with 1 GPU and produces the error(s) below occasionally although the code remains the Apr 5, 2023 · CUDA error: an illegal memory access while training a deep learining model data ShubhamAbhayDeshpand (Shubham Deshpande) April 5, 2023, 8:24pm Jun 23, 2021 · You signed in with another tab or window. They have an option to speed up training with “Automatic Mixed Precision” (AMP). Feb 2, 2021 · CUDA error: an illegal memory access was encountered: on RTX3090 (using multiple GPUs) #51556. 1+cu117 May 16, 2022 · CUDA runtime error: an illegal memory access was encountered False CUDA used to build PyTorch: 11. However, this is still not the memory available problem. 7. Some information: OS: Windows 10 GPU: Nvidia 3060 Driver Version: 528. 0+cu110 Is debug build: True CUDA used to build PyTorch: 11. I tried to obtain the batch processing capability through torch. Jun 14, 2017 · However, I just wanted to start training my model on multiple GPUs and run into ‘illegal memory access’ exceptions in the backward call. 0 ROCM used to build PyTorch: N/A OS: Microsoft Windows 10 Pro GCC version: Could not collect Clang version: Nov 4, 2021 · PyTorch Forums Transform: failed to synchronize: cudaErrorIllegalAddress: an illegal memory access was encountered. For large input tensors currently, I divide the input tensor to multiple segments and call multiple times of F. I test Nov 10, 2024 · I ran the cuda-memcheck on the server and the problem of illegal memory access is due to a null pointer. cuda returns '10. yaml pytorch&&torchtune 2. Dismiss alert Feb 13, 2022 · Could you update PyTorch to the latest nightly release and check if you are still hitting this issue (in case you are using an older release). not the first GPU on the system (I edited the original post). 0-1ubuntu1~22. to("cuda") t. In order to solve the problem, I have increased the heap memory size allocation from 1GB to 2GB using the following lines and the problem was solved: May 31, 2024 · RuntimeError: CUDA error: an illegal memory access was encountered CUDA kernel errors might be asynchronously reported at some other API call, so the stacktrace below might be incorrect. when I run this gemm in a small demo. I double there’s some issue on hardware. 1 Is debug build: False CUDA used to build PyTorch: 11. version. However, when I call "torch. Can you double-check that the version of PyTorch and torchvision that you are using in your Python interpreter are indeed 1. 4 Python version: 3. 10 and 3. Closed PyTorch version: 1. The behaviour is not deterministic though. Pytorch fails with CUDA error: device-side assert triggered on Colab. vision. run your model, e. 130' while nvidia-smi reports CUDA version 10. 4. 10) 5. 18. Closed flysofast opened this issue Jan 31, No CUDA used to build PyTorch: 10. CrossEntropyLoss. 0 Clang version: Could not collect CMake version: Could not collect Python version: 3. com/aitorzip/PyTorch-CycleGAN However, during training Jan 3, 2022 · @tchaton I just synthesized a dataset and script as you requested, but it worked (it's weird) I think this issue arises at a certain case in the middle of the process (e. cholesky() inside MultivariateNormal. I can work on code that reproduces the issue if that is useful. 4 LTS May 10, 2020 · I’m trying to train a pytorch model pix2pix. 6, torchvision 0. When I am using that C++ library in Python alone, it works without any issue. When I train a model(GPU),it works fine in the first epoch(not iteration), but during the second epoch, inputs = inputs. 0. Jul 22, 2021 · Great news that you were able to create the coredump. I load a dataset, perform training for a few epochs, and then I want to use the model. 2 and pytorch1. 1 ROCM used to build PyTorch: N/A OS: Ubuntu 20. The original issue is below. py (in one command), that will set this env variable just for this command. Feb 23, 2021 · CUDA Illegal memory access for softmax #52715. 1, as we had a bug in 1. 7 Is CUDA available: Dec 5, 2023 · You signed in with another tab or window. 37 Pytorch RuntimeError: CUDA out of memory with a huge amount of free memory. py. I’ve set my device to cuda 1 by torch. Jul 24, 2021 · Could you post an executable code snippets using random tensors, so that we could try to reproduce this issue, please? Dec 7, 2020 · 🐛 Bug I get this error: RuntimeError: CUDA error: an illegal memory access was encountered with the following code: To Reproduce Steps to reproduce the behavior: PyTorch version: 1. to(‘cuda’), and the stack trace points to this line in the convert(t) method (line 903/905): return t. 04) 11. For the same, I have deleted all the cabinet and props parts of the code and added a custom box and cylinder assets. What else should I check? What are the cases where moving the model to the GPU would cause "illegal memory access"? Oct 17, 2020 · Could you run your code with CUDA_LAUNCH_BLOCKING=1 python script. __init__ Jan 24, 2024 · You signed in with another tab or window. Jan 25, 2021 · I am running some code with pytorch 1. 3 ROCM used to build PyTorch: N/A OS: Ubuntu 18. It fails in its forward function caused by an illegal memory access. 10. cuda() RuntimeError: CUDA error: an illegal memory access was encountered Sep 20, 2020 · Could you rerun your code with CUDA_LAUNCH_BLOCKING=1 python script. Jul 25, 2024 · n122-164-108:7400:7642 [1] include/alloc. 0 Is debug build: No CUDA used to build PyTorch: 10. collect_env , please? Dec 7, 2020 · Collecting environment information PyTorch version: 1. My pytorch version is 1. As far as I can tell, from the perspective of the kernel, the pointer I get from tensor. device(“cuda:1”) ← previous page. For certain tensors on CUDA, calling tensor. cuModuleLoadDataEx failed: an illegal memory access was encountered. Solution: Ensure you have matching versions of CUDA, cuDNN, # predicted = pytorch tensor on GPU predicted = predicted. additionally, i try to some ways to fix this bug, such as, set ‘torch. 0 name: Tesla P100-PCIE-16GB computeCapability: 6. Output dimensions were supposed to be calculated using provided function, user passing output dimensions that differ from expected could result in undefined behavior (which Nov 20, 2024 · TL;DR if you have the same issue Check that your inputs are the same shape as the mask you've created. to(device) generated the same error And I need explicitly set: torch. view(-1). Dismiss alert Mar 28, 2024 · Ok I think I found the issue. Dismiss alert Jul 17, 2022 · 🐛 Describe the bug I'm currently doing benchmark runs on latest timm release with PyTorch 1. data_ptr() isn’t actually a real CUDA pointer. Could you forward me the stacktrace via: # launch cuda-gdb cuda-gdb # inside cuda-gdb target cudacore file_name_of_coredump bt I don’t expect you to fix these issues, but it would be great if you could provide the corresponding code and, if possible, the coredump itself (it might be huge, so you Aug 31, 2023 · Could you post a minimal and executable code snippet to reproduce the issue as well as the output of python -m torch. py args and post the complete stack trace here, please? Jul 26, 2021 · I’m trying to share tensors from pytorch with a cuda kernel that I have compiled separately, and I’m seeing illegal memory access errors when passing the data pointer for the torch tensor into the kernel. Nov 2, 2020 · PyTorch Forums Simple autoencoder, CUDA illegal memory access. 이러한 Oct 31, 2021 · An illegal memory access error won’t be raised if you are running out of memory. 0 and 0. I will try to change the pytorch version and re run it. batch-size: 6. Bu hata ilgisiz olduğundan, takılırsanız yeni bir konu oluşturmaktan çekinmeyin. We wrote a benchmark tool to use pytorch to run inference (See the commands below on how to run). Closed menghuu opened this issue Apr 26, 2020 · 4 comments RuntimeError: CUDA error: an illegal memory access was encountered pytorch/pytorch#21819. used GPU, CUDA, cudnn version etc. Can I create CUDA coredump inside rundpod. , OOM but pytorch_lightning may not catch or something else) In fact, I found another issue related to torch_sparse #191 for a specific data or batch combination. race conditions etc. 0-1ubuntu1~20. 6 + cuda10. OS: Ubuntu 20. 6 with cuda9. RuntimeError: CUDA error: an illegal memory access was encountered How do I go about debugging this, I have already tried adding . dev20200727 and torchvision from source id 0. cudnn. spawn to create 2 subprocesses to run DDP evaluation. 0”. __init__() I don’t believe I’m anywhere near running out of memory. 1+cu124 Is debug build: False CUDA used to build PyTorch: 12. May 15, 2019 · I have created my own function with forward and backward. For debugging consider passing CUDA_LAUNCH_BLOCKING=1. Cudnn until v6 did not strictly control the dimensions of the output tensor that is passed to the convolution routines. 0 ? Jan 27, 2023 · RuntimeError: CUDA error: an illegal memory access was encountered CUDA kernel errors might be asynchronously reported at some other API call,so the stacktrace below might be incorrect. Here is the code. False CUDA used to build PyTorch: 11. 2. CrossEntropyLoss throws me CUDA illegal memory access when using a too large batch size. Module): def __init__(self): super(Model, self). 1. I just tried your snippet on my machine (using PyTorch 1. 4 LTS (x86_64) Oct 18, 2022 · $ python collect_env. OutOfMemoryError: CUDA out of memory. py Collecting environment information PyTorch version: 1. 1 and CUDA 9. 0 using conda, all gives me the same error. Is your model taking varying inputs (in terms of shapes or some other property)? Aug 29, 2020 · I am trying out Wasserstein Autoencoders from the following GitHub repository It worked fine on the CPU. Tried to allocate 784. detach(). Dismiss alert Apr 27, 2021 · I don’t see where apex is used, but note that we recommend to use the native mixed-precision implementation via torch. 0. : göz kırpma: Mar 13, 2024 · I wrote a simple CUDA extension to multiply a tensor in-place on GPU, it works fine on single process but in multiprocessing mode it gets the illegal memory access Sep 19, 2020 · I am running a baseline MNIST network on a new Windows 10 machine, with two RTX Quadro 5000s. 3 ROCM used to build PyTorch: N/A. 11, my cuda toolkit is 11. 1 OS: Ubuntu Jul 25, 2024 · PyTorch version: 2. I am Feb 15, 2021 · I played around Wav2Lip In my case: imgs = torch. Conv2d bir girdi bekleyen bir katmana iletmeye çalışıyorsunuz [batch_size, channels, height, width]. This is indicative of the operation illegally accessing memory. Apr 28, 2020 · I get an illegal memory access when trying to train mnasnet (any version) with apex (O1) and channels_last To Reproduce Steps to reproduce the behavior: use the apex imagenet example: python -m torch. enabled=False’, or decrease the batch size, the batch size is one. thanks ptrblck Jun 5, 2020 · Can anyone help with this CUDA error: an illegal memory access was encountered ?? It runs fine for several iterations 🐛 Bug Traceback (most recent call last): File "train_gpu. May 18, 2021 · HI, I am trying to call the native functions. CUDA Extension: Illegal memory access was encoutered. On both systems (one is Ubuntu, the other RHEL 7), there are different GPUs. Versions. set_device(hvd. 00 MiB. Created on 15 Jun 2019 · 103 Comments · Source: pytorch/pytorch. , via CUDA extensions)? This looks like the NCCL watchdog is surfacing a sticky failure (such as an illegal memory access) produced by some layer in the model. 16, 8, 128, 128), it fails with an illegal memory access during the backward methods (after I haven’t touched the CUDA kernels for either of them, and I guess they should be fine as they’re both Dec 26, 2021 · Hi, I encountered a CUDA runtime error: illegal memory: an illegal memory access was encountered. Jan 16, 2022 · PyTorch CUDA error: an illegal memory access was encountered. float(). Feb 8, 2022 · This is exactly the same as the question posed in Batchnorm1D - CUDA error: an illegal memory access was encountered. Sep 10, 2024 · error at step 1 in epoch 2: CUDA error: an illegal memory access was encountered CUDA kernel errors might be asynchronously reported at some other API call, so the Sep 18, 2020 · RuntimeError: CUDA error: an illegal memory access was encountered. Hello ! Here is my simple autoencoder code : It seems to work well on my laptop, without GPU acceleration. Can you try moving the tensor to CUDA before calling the CUDA kernel? Home ; Categories ; Guidelines ; Nov 4, 2024 · 🐛 Describe the bug We encountered an illegal memory access issue with torch. distributed. I have running it on different versions of torch on multiple Tesla V100-SXM2-16GB GPUs. RuntimeError: CUDA error: an illegal memory access was encountered CUDA kernel errors might be CUDA error: an illegal memory access was encountered when updating model weights using GradScaler #53345. Making statements based on opinion; back them up with references or personal experience. 5. Nov 8, 2018 · I have some problems running the examples provided in fastai lib so I posted on their forum. Loading. However, when I change dataset to “Microsoft COCO”, it terminated: terminate called after throwing an instance of 'thrust::system::system_error’ what(): function_attributes(): after cudaFuncGetAttributes: an illegal memory access was encountered Aborted (core) Apr 27, 2024 · I am working on the MaskRCNN Pytorch inbuilt model. See #52700, which tracks the bug in det(). To Reproduce Dec 9, 2018 · Could you post an executable code snippet as well as your current setup (PyTorch, CUDA, cudnn versions as well as the used GPU)? Oct 14, 2019 · @sshaoshuai 您好，非常感谢您提供的代码，我使用的时候出了一些问题，想向您请教一下。我成功地执行了 python setup. is_floating_point() or t. 0 Clang version: Could not collect Here is a small script I can stably reproduce the "illegal memory access" on my said machine with above env. I am trying to use torch. May 16, 2020 · The runtime is from docker image: pytorch/pytorch:1. Further, this works May 27, 2019 · import torch import torch. However, I am the sole user of the card (I checked nvidia-smi several times). The code cannot be shown due to corporate confidentiality reasons, and the problem is: for qwen2-72b-gptq-int4 as model and qwen2-7b-gptq-int8 as draft model, when spleculative decoding, a crash occurred after a short run in high concurrency. 15 GiB of which 61. Likely (almost definitely) caused by #42403. set_device(1). #include <torch/extension May 19, 2020 · I am facing a similar issue while training with large tensors. Here is a minimal code that reproduces the issue: ## Repro CUDA issue Jul 6, 2020 · Could you check, if the labels contains only values in the range [0, nb_classes-1]? If you are using PyTorch 1. OS: Microsoft Windows 10 专业版 GCC version: (Rev5, Built by MSYS2 project) 5. DoKyung_Lim (DoKyung Lim) September 5, 2020, 9:59pm Aug 13, 2021 · Are you able to reproduce the illegal memory access by using the nn. 0+cu121 Is debug build: False CUDA used to build PyTorch: 12. Jul 25, 2019 · Did you make any progress with this? I’m having a similar issue with torch. Home ; Categories ; Apr 17, 2023 · 🐛 Describe the bug Running PyTorch 2. 0 Clang version: Could not collect CMake version: version 3. launch train. luziniunai December 24, 2020, 3:38am . 11. 1 is this a Jan 17, 2020 · Hi @ptrblck I bypassed the problem with a bandage-aide solution: send the tensor to CPU, run the function, send the result back to GPU. There are also 4d slices of MaxPool indices passed from encoder to decoder. 0 on my gpu enabled machine. I try to run a cleaner version of pytorch CycleGan implementation in this link: https://github. 0-17ubuntu1~20. jinluyang (Jinluyang) October 1 , 2022, 12 Mar 2, 2023 · I’m stucked in this problem. 4 LTS (x86_64) GCC version: (Ubuntu 9. If you use CUDA_LAUNCH_BLOCKING=1 python train. Jul 16, 2024 · I am trying to run couqi TTS but when I try to synthesize audio, Illegal cuda memory access appears. Dismiss alert Sep 13, 2018 · You signed in with another tab or window. 1) and if not could update to it and rerun your script?If you are already on the latest version, could you post a minimal code snippet to reproduce this issue and post your current setup, i. 37. Hi,everyone! I met a strange illegal memory access (32, 3, 1024). Collecting environment information PyTorch version: 1. 4 ROCM used to build PyTorch: N/A OS: Ubuntu 22. Since the custom CUDA module is working perfectly fine on a single GPU and since the exact same CUDA code is working perfectly fine with Torch on multiple GPUs Nov 5, 2019 · I also have compiled PyTorch 1. 04. Feb 6, 2024 · PyTorch Forums CUDA error: an illegal memory access was encountered in cuda extension. This happens when calling model. I’m trying to get RoIs by torch. set_device(0)’ , set ‘torch. 1 LTS (x86_64) GCC version: (Ubuntu 9. A typical usage for DL applications would be: 1. 09 GiB memory in use. nn. backward because the back propagation step may require much more VRAM to compute than the model and the batch take up. 16. py there is no problem But there is CUDA memory access error when I put this Jun 12, 2020 · Hello, I have written my class with autograd which means I have implemented the backwards too. So Horovod is not to blame here. Minimal repro w/ a bunch of Mar 7, 2017 · To close the loop on this, here’s (my best idea of) what’s happening. I've just installed pytorch1. Python version: 3. It’s an annoying issue with no obvious solution on the internet. How to free GPU memory in Pytorch CUDA. 5-cuda10. cpp line=20 error=77 : an illegal memory Dec 3, 2018 · Hi, Could you run the code with CUDA_LAUNCH_BLOCKING=1 and give here the stack trace you’re getting? This is due to invalid indexing of a cuda tensor. but all these ways don’t work. For debugging Nov 2, 2020 · e nn. e. backward you won't necessarily see the amount needed from a model summary or calculating the size of the model and/or batch. Oct 28, 2020 · RuntimeError: CUDA error: an illegal memory access was encountered I am confused about these things: Make sure to restart the runtime and set this env var before PyTorch or any other library was imported otherwise this variable might not have any effect. 2 Python version: 3. load? 2. 0 torch Version: 1. williamFalcon commented Jun 13, 2020. Dec 28, 2018 · Hi, everyone. Feb 26, 2020 · Could you post a (small) executable code snippet or rerun your code with: CUDA_LAUNCH_BLOCKING=1 python script. Asking for help, clarification, or responding to other answers. from_numpy(imgs). 0-rc4 Libc Aug 6, 2021 · PyTorch version: 1. one config of hyperparams (or, in general, operations that May 26, 2023 · Hi everyone, I know the issue has sometimes been raised, but I couldn’t solve my problem with other posts. How can I set max_split_size_mb? Load 7 more related questions Show Apr 26, 2020 · RuntimeError: CUDA error: an illegal memory access was encountered #1611. I am realize sparse median filter with cuda extension, it is ok when kernel size is 5, but failed when kernel size 7, here is my code. 17. The issues is coming from an incorrect use of `scatter` with wrong indices, see pytorch/pytorch#72204 (comment). Hot Network Questions Why do recent versions of Rust allow returning this temporary value? Apr 1, 2021 · PyTorch Forums CUDA error: an illegal memory access was encountered. local_rank() is printing the correct GPU number. set_device() rather than Dec 15, 2024 · Incompatibility between CUDA libraries, PyTorch, or drivers often results in memory-related issues. The idea behind free_memory is to free the GPU beforehand so to make sure you don't waste space for unnecessary objects held in memory. Please let me know if more clarification is required. Closed Copy link Contributor. Provide details and share your research! But avoid . When I trying to access the loss value that I got output from the model. 243 Feb 21, 2023 · Yes, I think creating a GitHub issue in the PyTorch repo is a good idea (please tag me there or post the link here once it’s done), as we could continue debugging it there. 3. Aug 14, 2024 · 🐛 Describe the bug. 1 Is debug build: False CUDA used to build PyTorch: 10. amp as well as the native DistributedDataParallel implementation. Mar 11, 2024 · Try running the code snippet via compute-sanitizer to isolate which kernel causes the memory violation, which should help isolate it further. Also, I agree with your feedback on the bad debugging experience, but unfortunately I’m also not familiar enough in the Triton stack yet to be able to point to to an easy way of isolating these memory Mar 18, 2024 · Hello, I encounter a CUDA error: CUDA error: an illegal memory access was encountered I do not know how to deal with it. Sep 8, 2021 · Hey there. local_rank()) is how I set device for each rank. My issue is that in this simple example I either get the created zero matrix as a result in Python or, if after the kernel call Mar 27, 2022 · It says CUDA error: an illegal memory access was encountered I assumde that it could have to do with BatchSampler(SubsetRandomSampler(range(len(self. e-5 Aug 22, 2020 · PyTorch Forums Illegal memory access on tensors with large If I try to test with reasonably sized tensors (i. Feb 3, 2022 · What I have in my Python code is: Some PyTorch code, A C++ library using CUDA, with Python wrappers. dev20230124 Is Nov 27, 2018 · This happens on loss. 0+cu113 Is debug build: False CUDA used to build PyTorch: 11. Even more peculiarly, this issue comes out at the 39th epoch of a its stack has empty_cache. yomgl smmkuwa pcv apyzk tdgnifk nkh hebjdr pnwap flfn fddhvll