This error is showing every time i try to train the model, it happens in the very first epoch.
Is there a way to fix this?
Could someone help me with this.
Traceback (most recent call last):
File "/home/rahul/Dev/Image-Segmentation-using-PyTorch-and-OpenCV/src/train.py", line 76, in <module>
main()
File "/home/rahul/Dev/Image-Segmentation-using-PyTorch-and-OpenCV/src/train.py", line 67, in main
train_fn(train_loader, model, optimizer, loss_fn)
File "/home/rahul/Dev/Image-Segmentation-using-PyTorch-and-OpenCV/src/train.py", line 40, in train_fn
preds = model(data)
File "/home/rahul/Dev_Tools/anaconda3/lib/python3.8/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
result = self.forward(*input, **kwargs)
File "/home/rahul/Dev/Image-Segmentation-using-PyTorch-and-OpenCV/src/model/model.py", line 39, in forward
x = self.pool(x)
File "/home/rahul/Dev_Tools/anaconda3/lib/python3.8/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
result = self.forward(*input, **kwargs)
File "/home/rahul/Dev_Tools/anaconda3/lib/python3.8/site-packages/torch/nn/modules/pooling.py", line 162, in forward
return F.max_pool2d(input, self.kernel_size, self.stride,
File "/home/rahul/Dev_Tools/anaconda3/lib/python3.8/site-packages/torch/_jit_internal.py", line 365, in fn
return if_false(*args, **kwargs)
File "/home/rahul/Dev_Tools/anaconda3/lib/python3.8/site-packages/torch/nn/functional.py", line 659, in _max_pool2d
return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)
RuntimeError: CUDA out of memory. Tried to allocate 128.00 MiB (GPU 0; 3.82 GiB total capacity; 2.15 GiB already allocated; 74.50 MiB free; 2.16 GiB reserved in total by PyTorch)
This is my GPU details, i use GTX 1650TI with 4GB VRAM
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 470.42.01 Driver Version: 470.42.01 CUDA Version: 11.4 |
|-------------------------------+----------------------+----------------------+
| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|===============================+======================+======================|
| 0 NVIDIA GeForce ... On | 00000000:01:00.0 On | N/A |
| N/A 43C P8 4W / N/A | 556MiB / 3911MiB | 12% Default |
| | | N/A |
+-------------------------------+----------------------+----------------------+
+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| 0 N/A N/A 1028 G /usr/lib/xorg/Xorg 272MiB |
| 0 N/A N/A 1368 G /usr/bin/gnome-shell 131MiB |
| 0 N/A N/A 2136 G ...gAAAAAAAAA --shared-files 32MiB |
| 0 N/A N/A 23039 G ...AAAAAAAAA= --shared-files 25MiB |
| 0 N/A N/A 25760 G ...AAAAAAAAA= --shared-files 42MiB |
| 0 N/A N/A 25773 G ...AAAAAAAAA= --shared-files 47MiB |
+-----------------------------------------------------------------------------+