我有以下代码:
tic;
H = rand(100, 1000);
F = rand(1, 1000);
net = newff(H, F, [30, 10], { 'tansig' 'tansig'}, 'traingdx', 'learngdm', 'mse');
net.trainParam.epochs = 400;
net.performParam.regularization = 0.05;
net.divideParam.trainRatio = 1;
net.divideParam.valRatio = 0;
net.divideParam.testRatio = 0;
net.trainParam.showWindow = 0;
net.trainParam.showCommandLine = 0;
% net = train(net, H, F, 'useGPU', 'yes', 'showResources', 'yes'); % line 1
net = train(net, H, F, 'showResources', 'yes'); % line 2
toc;
第2行未注释我得
Computing Resources:
GPU device #1, GeForce 800M
Elapsed time is 5.084222 seconds.
并且第1行未注释我得
Computing Resources:
MEX2
Elapsed time is 1.870803 seconds.
为什么GPU比CPU慢? 我的GPU属性:
CUDADevice with properties:
Name: 'GeForce 800M'
Index: 1
ComputeCapability: '2.1'
SupportsDouble: 1
DriverVersion: 6
ToolkitVersion: 5
MaxThreadsPerBlock: 1024
MaxShmemPerBlock: 49152
MaxThreadBlockSize: [1024 1024 64]
MaxGridSize: [65535 65535 65535]
SIMDWidth: 32
TotalMemory: 2.1475e+09
FreeMemory: 1.9886e+09
MultiprocessorCount: 1
ClockRateKHz: 1475000
ComputeMode: 'Default'
GPUOverlapsTransfers: 1
KernelExecutionTimeout: 1
CanMapHostMemory: 1
DeviceSupported: 1
DeviceSelected: 1`