Project-PerformanceOptimization/answers.txt at master · Lamboheng/Project-PerformanceOptimization · GitHub

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QUESTION 1

CONV_L1        : 2394.059   ms / 63.10%
RELU_L1        : 22.884     ms / 0.60%
POOL_L1        : 81.863     ms / 2.16%
CONV_L2        : 998.259    ms / 26.31%
RELU_L2        : 6.347      ms / 0.17%
POOL_L2        : 19.392     ms / 0.51%
CONV_L3        : 256.852    ms / 6.77%
RELU_L3        : 1.411      ms / 0.04%
POOL_L3        : 3.342      ms / 0.09%
FC_L1          : 8.509      ms / 0.22%
SOFTMAX_L1     : 1.008      ms / 0.03%

QUESTION 2

CONV           : 96.18%
RELU           : 0.81%
POOL           : 2.76%
FC             : 0.22%
SOFTMAX        : 0.03%

QUESTION 3

CONV           : 3.59x
RELU           : 1.01x
POOL           : 1.02x
FC             : 1.00x
SOFTMAX        : 1.00x

Layer we should optimize: CONV