Limit RAM usage to python program

I’ve done some research and found a function to get the memory from Linux systems here: Determine free RAM in Python and I modified it a bit to set the memory hard limit to half of the free memory available. import resource import sys def memory_limit(): “””Limit max memory usage to half.””” soft, hard = … Read more

How to delete multiple pandas (python) dataframes from memory to save RAM?

del statement does not delete an instance, it merely deletes a name. When you do del i, you are deleting just the name i – but the instance is still bound to some other name, so it won’t be Garbage-Collected. If you want to release memory, your dataframes has to be Garbage-Collected, i.e. delete all … Read more

how much memory can be accessed by a 32 bit machine?

Yes, a 32-bit architecture is limited to addressing a maximum of 4 gigabytes of memory. Depending on the operating system, this number can be cut down even further due to reserved address space. This limitation can be removed on certain 32-bit architectures via the use of PAE (Physical Address Extension), but it must be supported … Read more

How does the “number of workers” parameter in PyTorch dataloader actually work?

When num_workers>0, only these workers will retrieve data, main process won’t. So when num_workers=2 you have at most 2 workers simultaneously putting data into RAM, not 3. Well our CPU can usually run like 100 processes without trouble and these worker processes aren’t special in anyway, so having more workers than cpu cores is ok. … Read more

How do I check CPU and Memory Usage in Java?

If you are looking specifically for memory in JVM: Runtime runtime = Runtime.getRuntime(); NumberFormat format = NumberFormat.getInstance(); StringBuilder sb = new StringBuilder(); long maxMemory = runtime.maxMemory(); long allocatedMemory = runtime.totalMemory(); long freeMemory = runtime.freeMemory(); sb.append(“free memory: ” + format.format(freeMemory / 1024) + “<br/>”); sb.append(“allocated memory: ” + format.format(allocatedMemory / 1024) + “<br/>”); sb.append(“max memory: ” … Read more