How to increase MiniBatchSize

조회 수: 2(최근 30일)
abdullah al-dulaimi
abdullah al-dulaimi 2022년 7월 31일
답변: Joss Knight 2022년 8월 11일
Name: 'NVIDIA GeForce RTX 2060'
Index: 1
ComputeCapability: '7.5'
SupportsDouble: 1
DriverVersion: 11.7000
ToolkitVersion: 11.2000
MaxThreadsPerBlock: 1024
MaxShmemPerBlock: 49152
MaxThreadBlockSize: [1024 1024 64]
MaxGridSize: [2.1475e+09 65535 65535]
SIMDWidth: 32
TotalMemory: 6.4421e+09
AvailableMemory: 5.0929e+09
MultiprocessorCount: 30
ClockRateKHz: 1200000
ComputeMode: 'Default'
GPUOverlapsTransfers: 1
KernelExecutionTimeout: 1
CanMapHostMemory: 1
DeviceSupported: 1
DeviceAvailable: 1
DeviceSelected: 1
** This is my GPU , so how can i increase MiniBatchSize more than 2 , with out error


Joss Knight
Joss Knight 2022년 8월 11일
It depends on what you're doing. Some ideas:
  • Get a new GPU with more memory
  • Use a smaller model
  • If your model accepts a variable input size, use a smaller input
  • For object detectors, reduce the number of patches per image
  • Run on the CPU


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