Model version: 0.4.2 NNoM version 0.4.2 Data format: Channel last (HWC) Start compiling model... Layer(#) Activation output shape ops(MAC) mem(in, out, buf) mem blk lifetime ------------------------------------------------------------------------------------------------- #1 Input - - ( 1, 320, 1,) ( 320, 320, 0) 1 - - - - - - - #2 Conv2D - ReLU - ( 1, 317, 64,) 81k ( 320, 20288, 16) 1 1 1 - - - - - #3 Conv2D - ReLU - ( 1, 314, 64,) 5.14M ( 20288, 20096, 1024) 1 1 1 - - - - - #4 Conv2D - ReLU - ( 1, 311, 64,) 5.09M ( 20096, 19904, 1024) 1 1 1 - - - - - #5 MaxPool - - ( 1, 103, 64,) ( 19904, 6592, 0) 1 1 1 - - - - - #6 Conv2D - ReLU - ( 1, 101, 64,) 1.24M ( 6592, 6464, 768) 1 1 1 - - - - - #7 Conv2D - ReLU - ( 1, 99, 64,) 1.21M ( 6464, 6336, 768) 1 1 1 - - - - - #8 Conv2D - ReLU - ( 1, 97, 64,) 1.19M ( 6336, 6208, 768) 1 1 1 - - - - - #9 MaxPool - - ( 1, 32, 64,) ( 6208, 2048, 0) 1 1 1 - - - - - #10 Flatten - - (2048, ) ( 2048, 2048, 0) - 1 - - - - - - #11 Dense - ReLU - ( 64, ) 131k ( 2048, 64, 4096) 1 1 1 - - - - - #12 Dense - ReLU - ( 32, ) 2048 ( 64, 32, 128) 1 1 1 - - - - - #13 Dense - - ( 2, ) 64 ( 32, 2, 64) 1 1 1 - - - - - #14 Output - - ( 2, ) ( 2, 2, 0) - - 1 - - - - - ------------------------------------------------------------------------------------------------- Memory cost by each block: blk_0:4096 blk_1:20096 blk_2:20288 blk_3:0 blk_4:0 blk_5:0 blk_6:0 blk_7:0 Total memory cost by network buffers: 44480 bytes Compling done in 11 ms Model created Running test... Print running stat.. Layer(#) - Time(us) ops(MACs) ops/us -------------------------------------------------------- #1 Input - 31 #2 Conv2D - 41667 81k 1.94 #3 Conv2D - 1609101 5.14M 3.19 #4 Conv2D - 1597925 5.09M 3.18 #5 MaxPool - 13134 #6 Conv2D - 392511 1.24M 3.16 #7 Conv2D - 384814 1.21M 3.16 #8 Conv2D - 377091 1.19M 3.16 #9 MaxPool - 4117 #10 Flatten - 1 #11 Dense - 39774 131k 3.29 #12 Dense - 652 2048 3.14 #13 Dense - 48 64 1.33 #14 Output - 2 Summary: Total ops (MAC): 14103872(14.10M) Prediction time :4460868us Efficiency 3.16 ops/us Total memory:47152 Sample 1: 0|1 <- -2|3