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pytorch gpu slower than cpu

Cpu faster than gpu? - PyTorch Forums
https://discuss.pytorch.org/t/cpu-faster-than-gpu/25343
17.09.2018 · I am running PyTorch on GPU computer. Actually I am observing that it runs slightly faster with CPU than with GPU. About 30 seconds with CPU and 54 seconds with GPU. Is it possible? There are some steps where I convert to cuda(), could that slow it down? Could it be a problem with the computer- it is cloud computer service. Hard to share my code as it is kind of …
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Pytorch gpu slower than cpu. Time () cputimes. There is a region in RAM called “pinned memory” which is the waiting area for tensors before they can be ...
Torch.transpose is too slow in GPU,slower than CPU - PyTorch ...
discuss.pytorch.org › t › torch-transpose-is-too
Mar 31, 2017 · The gpu version is slightly slower because the cuda library has to get its state before calling the functions which slows it slightly compared to the pure cpu version. This code sample is slow only because of the python loop which calls c functions. To make it faster, you need to find a way to remove this loop.
logdet on GPU is slower than on CPU and uses a lot of CPU ...
https://github.com/pytorch/pytorch/issues/32048
10.01.2020 · 🐛 Bug logdet on a GPU matrix is much slower than on a CPU-matrix. The GPU-version also uses a lot of CPU-time (even more CPU-time than the CPU-version?!). To Reproduce import torch import time a = torch.rand(300, 300, device="cuda") star...
Gpu slower than cpu for some operations -- pytorch 0.3.0 ...
https://discuss.pytorch.org/t/gpu-slower-than-cpu-for-some-operations...
01.11.2019 · Hello Forum! I have a simple model whose training slows down when moved to the gpu. Details follow, but first, here are the timings: 20,000 batch training iterations: cpu: 23.93 secs. gpu: 37.19 secs. However, the gpu is not slower for all operations: 20,000 batch training iterations + 2,000 test evaluations: cpu: 111.94 secs. gpu: 61.47 secs. Please note: this is …
python - GPU performing slower than CPU for Pytorch on ...
https://stackoverflow.com/questions/51179133
03.07.2018 · GPU performing slower than CPU for Pytorch on Google Colaboratory. Ask Question Asked 3 years, 8 months ago. Modified 3 years, 6 months ago. Viewed 7k times 5 3. The GPU trains this network in about 16 seconds. The CPU in about 13 seconds. (I am uncommenting ...
GPU performing slower than CPU for Pytorch on Google ...
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Why the GPU is slower ... You see that the time to run the training loop is reduced by a small amount, but there is an overhead of 3 seconds ...
python - Pytorch speed comparison - GPU slower than CPU
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I was trying to find out if GPU tensor operations are actually faster than CPU ones. So, ... ) call returns True.
[Solved] Pytorch speed comparison - GPU slower than CPU
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Pytorch speed comparison - GPU slower than CPU. Python. Solution 1: GPU acceleration works by heavy parallelization of computation. On a GPU you have a huge ...
Why very slow prediction on CPU compared to keras or GPU ...
https://discuss.pytorch.org/t/why-very-slow-prediction-on-cpu-compared...
26.07.2018 · I am getting very very slow performance from pytorch prediction on CPU. 90 minutes - keras/tensorflow on 72 processors <60 minutes - pytorch on GPU <60 minutes - keras/tensorflow GPU 11 hours - pytorch on 72 processors I read somewhere pytorch was a little slower on cpu but was not expecting it to be so extreme. Is there a magic formula for …
7 Tips To Maximize PyTorch Performance | by William Falcon
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However, this first creates CPU tensor, and THEN transfers it to GPU… this is really slow. Instead, create the tensor directly on the device you ...
Cpu faster than gpu? - PyTorch Forums
discuss.pytorch.org › t › cpu-faster-than-gpu
Sep 17, 2018 · I am running PyTorch on GPU computer. Actually I am observing that it runs slightly faster with CPU than with GPU. About 30 seconds with CPU and 54 seconds with GPU. Is it possible? There are some steps where I convert to cuda(), could that slow it down? Could it be a problem with the computer- it is cloud computer service. Hard to share my code as it is kind of long and somewhat proprietary.
gpu pytorch code way slower than cpu code? - Data Science ...
https://datascience.stackexchange.com › ...
TL;DR. GPU runs faster than CPU (31.8ms < 422ms). Your results basically say: "The average run time of your CPU statement is 422ms and the ...
Torch.transpose is too slow in GPU,slower than CPU ...
https://discuss.pytorch.org/t/torch-transpose-is-too-slow-in-gpu...
31.03.2017 · when I write some model about CNN, I found the transpose op is too slow in GPU, even slower than CPU. here is some my test code. test1: import torch import time from torch.autograd import Variable x = Variable (torch.randn (100,500)) cputimes = [] for sampl in (1000, 10000, 100000, 1000000): start = time.time () for i in range (sampl): y ...
Doing QR decomposition on GPU is much slower than on CPU ...
https://discuss.pytorch.org/t/doing-qr-decomposition-on-gpu-is-much...
16.07.2018 · Pytorch has its function torch.qr() to implement QR decomposition. For instance, let A be a matrix with size of 3000*60. I have installed Magma as LAPACK support. If I place A on CPU by A.cpu(), to compute torch.qr(A) for 100 times, it will take about 0.4 second. However, when I place A on GPU by A.cuda(), it will take 1.4 seconds.I thought running on GPU should …
Gpu slower than cpu for some operations -- pytorch 0.3.0 ...
discuss.pytorch.org › t › gpu-slower-than-cpu-for
Nov 01, 2019 · Hello Forum! I have a simple model whose training slows down when moved to the gpu. Details follow, but first, here are the timings: 20,000 batch training iterations: cpu: 23.93 secs. gpu: 37.19 secs. However, the gpu is not slower for all operations: 20,000 batch training iterations + 2,000 test evaluations: cpu: 111.94 secs. gpu: 61.47 secs. Please note: this is with pytorch 0.3.0 on an old ...
python - Pytorch speed comparison - GPU slower than CPU ...
stackoverflow.com › questions › 53325418
Nov 16, 2018 · #torch.ones(4,4) - the size you used CPU time = 0.00926661491394043 GPU time = 0.0431208610534668 #torch.ones(40,40) - CPU gets slower, but still faster than GPU CPU time = 0.014729976654052734 GPU time = 0.04474186897277832 #torch.ones(400,400) - CPU now much slower than GPU CPU time = 0.9702610969543457 GPU time = 0.04415607452392578 #torch ...
Cpu faster than gpu? - PyTorch Forums
https://discuss.pytorch.org › cpu-fa...
I am running PyTorch on GPU computer. Actually I am observing that it runs slightly faster with CPU than with GPU. About 30 seconds with CPU ...
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Pytorch very slow. set_num_thread will only change cpu core usage for heavy operations. double is much slower on the GPU than float.
PyTorch list slicing on GPU slower than on CPU - NVIDIA ...
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This is a copy of original question on stack overflow. I would like to optimize ML code (SSD in PyTorch) on NVIDIA Jetson Xavier NX ...