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MemoryMonitor.cs
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51 lines (44 loc) · 1.54 KB
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using System;
using System.Collections.Generic;
using System.Diagnostics;
using System.Text;
using static Tensorflow.Binding;
namespace Tensorflow
{
public class MemoryMonitor
{
public void WarmUp()
{
print($"tensorflow native version: v{tf.VERSION}");
}
public void Execute(int epoch, int iterate, Action<int> process)
{
/*GC.Collect();
GC.WaitForPendingFinalizers();
GC.Collect();*/
print($"{process.Method.Name} started...");
for (int i = 0; i < epoch; i++)
{
var initialMemory = Process.GetCurrentProcess().PrivateMemorySize64;// GC.GetTotalMemory(true);
process(iterate);
var finalMemory = Process.GetCurrentProcess().PrivateMemorySize64; //GC.GetTotalMemory(true);
print($"Epoch {i}: {Format(finalMemory - initialMemory)}.");
}
GC.Collect();
GC.WaitForPendingFinalizers();
GC.Collect();
print($"Total {process.Method.Name} usage {Format(Process.GetCurrentProcess().PrivateMemorySize64)}");
}
private string Format(long usage)
{
if (usage < 0)
return $"-{Format(0 - usage)}";
if (usage <= 1024 && usage >= 0)
return $"{usage} Bytes";
else if (usage > 1024 && usage <= 1024 * 1024)
return $"{usage / 1024} KB";
else
return $"{usage / 1024 / 1024} MB";
}
}
}