GTX1080 LetNet-5 CPU GPU cuDNN5.1 时间对比

CPU 模式：

Makefile.config

CPU_ONLY:=1

make clean make -j4

./build/tools/caffe.bin time -model examples/mnist/lenet_train_test.prototxt Testing for 50 iterations.

3350ms

GPU 模式：

Makefile.config

#CPU_ONLY:=1

make clean make -j4

./build/tools/caffe.bin time -model examples/mnist/lenet_train_test.prototxt -gpu 0

Testing for 50 iterations.

I0105 10:14:01.645095 6806 caffe.cpp:412] Average Forward pass: 4.5064 ms. I0105 10:14:01.645103 6806 caffe.cpp:414] Average Backward pass: 6.51756 ms. I0105 10:14:01.645110 6806 caffe.cpp:416] Average Forward-Backward: 11.0997 ms. I0105 10:14:01.645122 6806 caffe.cpp:418] Total Time: 554.985 ms.

cuDNN 模式：

Makefile.config

USE_CUDNN:=1

make clean make -j

./build/tools/caffe.bin time -model examples/mnist/lenet_train_test.prototxt -gpu 0

Testing for 50 iterations.

I0105 10:20:37.588495 14720 caffe.cpp:412] Average Forward pass: 0.699844 ms. I0105 10:20:37.588518 14720 caffe.cpp:414] Average Backward pass: 1.03538 ms. I0105 10:20:37.588541 14720 caffe.cpp:416] Average Forward-Backward: 1.79493 ms. I0105 10:20:37.588564 14720 caffe.cpp:418] Total Time: 89.7464 ms.