WebApr 5, 2024 · Gpu properties say's 85% of memory is full. Nothing flush gpu memory except numba.cuda.close() but won't allow me to use my gpu again. The only way to clear it is restarting kernel and rerun my code. I'm looking for any script code to add my code allow me to use my code in for loop and clear gpu in every loop. Part of my code : WebPlacing cudaDeviceReset() in the beginning of the program is only affecting the current context created by the process and doesn't flush the …
How to clear my GPU memory?? - NVIDIA Developer Forums
WebCuPy uses memory pool for memory allocations by default. The memory pool significantly improves the performance by mitigating the overhead of memory allocation and … WebMar 30, 2024 · PyTorch can provide you total, reserved and allocated info: t = torch.cuda.get_device_properties (0).total_memory r = torch.cuda.memory_reserved (0) a = torch.cuda.memory_allocated (0) f = r-a # free inside reserved. Python bindings to NVIDIA can bring you the info for the whole GPU (0 in this case means first GPU device): the automatic fish catching device
Memory Management — CuPy 12.0.0 documentation
WebJun 9, 2024 · CUDA version - 11.4 GPU model and memory: Nvidia A10 (24GB memory) The weights are allocated by an arena and it is possible that the arena has grown quite a bit and the memory is fragmented that it requires more allocations during the Run () itself. WebApr 18, 2024 · Normally, the tasks need 1G GPU memory and then steadily went up to 5G. If torch.cuda.empty_cache () was not called, the GPU memory usage would keep 5G. However, after calling this function, the GPU usage decrease to 1-2 G. I am training an RL project with PyTorch 0.4.1. So, here I am still confused and cannot find reason. WebApr 29, 2024 · 1 This is similar to How to clear Cuda memory in PyTorch. I keep getting the CUDA out of memory error, even though I have used torch.cuda.empty_cache () as the first line of my code, after all the import commands. Also, this error is quite random, and I see a lot of people facing this error on other forums. Isn't there a permanent solution to this? the greatest hits collection alan jackson