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RuntimeError: CUDA out of memory.

I am trying to use Detectron2 and almost done. Detection is going well now but training gets this Error:

RuntimeError: CUDA out of memory. Tried to allocate 12.00 MiB (GPU 0; 1.95 GiB total capacity; 1.30 GiB already allocated; 1.56 MiB free; 1.34 GiB reserved in total by PyTorch)

Environment:

Ubuntu 18.04

Cuda 10.1.243

Conda ( python 3.7.6)

PyTorch 1.5.0a0+e70c288 (compiled from source)

Detectron2 (latest version)

Anyone can solve it? Please bid with one sentence showing your idea.

I want to choose one and share my pc for him using AnyDesk or TeamView.

Thanks.

Skills: Python, Pytorch, CUDA, Ubuntu

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About the Employer:
( 2 reviews ) Shenyang, China

Project ID: #24491658

4 freelancers are bidding on average $106 for this job

mostshalaby

Hi. I am an expert in the field of Python(PyTorch), Cuda, Machine Learning and Deep Learning. I have pretty much knowledge as not only practical but also theoretical for Machine Learning, very familiar with Computer More

$100 USD in 2 days
(8 Reviews)
5.1
namcusamlc

Hi there, This problem may be caused by your GPU memory isn't enough for distribute parameters of the network. Have you tried to reduce batch_size ?

$100 USD in 1 day
(3 Reviews)
4.2
EduwardDementyev

I am expert at Machine Learning and Deep Learning. I have experiences in solving this error. I am good at Tensorflow, Keras, PyTorch and openCV.

$150 USD in 1 day
(1 Review)
1.1
ashikmohann

hi the problem can be tackled mainly by reducing the batch size or the size of images being used. Resizing images to same size or setting it in config may solve this.

$75 USD in 2 days
(2 Reviews)
0.6