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Tengine is a lite, high performance, modular inference engine for embedded device
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TIM-VX verification fail #584

Closed janoslim closed 3 years ago

janoslim commented 3 years ago

Hello, I am using TIM-VX with vim3 board. I tired mobilenet-v2 quant, mobilenet-v3 quant, inception-v3 quant model with tengine, however three of them failed at verification step of tim-vx. those three models are provided by tensorflow website and i convert & quantize both through tflite tool and convert to tmfile. Is there any way to fix this? Thank you.

my logs are,

D [setup_node:440]Setup node id[0] uid[1] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  18] vtl[0] const[0] shape[ 224, 224, 3, 1   ] fmt[u8 ] qnt[ASM zp=128, scale=0.007874]
D [print_tensor:139]in(1) : id[  20] vtl[0] const[1] shape[ 3, 3, 3, 48      ] fmt[u8 ] qnt[ASM zp=143, scale=0.044000]
D [print_tensor:139]in(2) : id[  19] vtl[0] const[1] shape[ 48               ] fmt[i32] qnt[ASM zp=  0, scale=0.000346]
D [print_tensor:139]out(0): id[  22] vtl[2] const[0] shape[ 112, 112, 48, 1  ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[1] uid[2] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  22] vtl[2] const[0] shape[ 112, 112, 48, 1  ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[   1] vtl[0] const[1] shape[ 3, 3, 48, 1      ] fmt[u8 ] qnt[ASM zp= 95, scale=0.464792]
D [print_tensor:139]in(2) : id[  21] vtl[0] const[1] shape[ 48               ] fmt[i32] qnt[ASM zp=  0, scale=0.010936]
D [print_tensor:139]out(0): id[  24] vtl[2] const[0] shape[ 112, 112, 48, 1  ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[2] uid[3] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  24] vtl[2] const[0] shape[ 112, 112, 48, 1  ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  25] vtl[0] const[1] shape[ 1, 1, 48, 24     ] fmt[u8 ] qnt[ASM zp=181, scale=0.046941]
D [print_tensor:139]in(2) : id[  23] vtl[0] const[1] shape[ 24               ] fmt[i32] qnt[ASM zp=  0, scale=0.001104]
D [print_tensor:139]out(0): id[  27] vtl[2] const[0] shape[ 112, 112, 24, 1  ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[3] uid[4] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  27] vtl[2] const[0] shape[ 112, 112, 24, 1  ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  28] vtl[0] const[1] shape[ 1, 1, 24, 144    ] fmt[u8 ] qnt[ASM zp=142, scale=0.003489]
D [print_tensor:139]in(2) : id[  26] vtl[0] const[1] shape[ 144              ] fmt[i32] qnt[ASM zp=  0, scale=0.000082]
D [print_tensor:139]out(0): id[  29] vtl[2] const[0] shape[ 112, 112, 144, 1 ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[4] uid[5] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  29] vtl[2] const[0] shape[ 112, 112, 144, 1 ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[   2] vtl[0] const[1] shape[ 3, 3, 144, 1     ] fmt[u8 ] qnt[ASM zp=102, scale=0.156281]
D [print_tensor:139]in(2) : id[  30] vtl[0] const[1] shape[ 144              ] fmt[i32] qnt[ASM zp=  0, scale=0.003677]
D [print_tensor:139]out(0): id[  32] vtl[2] const[0] shape[ 56, 56, 144, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[5] uid[6] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  32] vtl[2] const[0] shape[ 56, 56, 144, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  33] vtl[0] const[1] shape[ 1, 1, 144, 32    ] fmt[u8 ] qnt[ASM zp=134, scale=0.023077]
D [print_tensor:139]in(2) : id[  31] vtl[0] const[1] shape[ 32               ] fmt[i32] qnt[ASM zp=  0, scale=0.000543]
D [print_tensor:139]out(0): id[  35] vtl[2] const[0] shape[ 56, 56, 32, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[6] uid[7] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  35] vtl[2] const[0] shape[ 56, 56, 32, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  36] vtl[0] const[1] shape[ 1, 1, 32, 192    ] fmt[u8 ] qnt[ASM zp=101, scale=0.002861]
D [print_tensor:139]in(2) : id[  34] vtl[0] const[1] shape[ 192              ] fmt[i32] qnt[ASM zp=  0, scale=0.000067]
D [print_tensor:139]out(0): id[  37] vtl[2] const[0] shape[ 56, 56, 192, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[7] uid[8] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  37] vtl[2] const[0] shape[ 56, 56, 192, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[   3] vtl[0] const[1] shape[ 3, 3, 192, 1     ] fmt[u8 ] qnt[ASM zp=112, scale=0.056153]
D [print_tensor:139]in(2) : id[  38] vtl[0] const[1] shape[ 192              ] fmt[i32] qnt[ASM zp=  0, scale=0.001321]
D [print_tensor:139]out(0): id[  40] vtl[2] const[0] shape[ 56, 56, 192, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[8] uid[9] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  40] vtl[2] const[0] shape[ 56, 56, 192, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  41] vtl[0] const[1] shape[ 1, 1, 192, 32    ] fmt[u8 ] qnt[ASM zp=113, scale=0.023448]
D [print_tensor:139]in(2) : id[  39] vtl[0] const[1] shape[ 32               ] fmt[i32] qnt[ASM zp=  0, scale=0.000552]
D [print_tensor:139]out(0): id[  42] vtl[2] const[0] shape[ 56, 56, 32, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[9] uid[10] op[ADD]
D [validate_op_io_types:165]Validate [ADD]
D [print_tensor:139]in(0) : id[  42] vtl[2] const[0] shape[ 56, 56, 32, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  35] vtl[2] const[0] shape[ 56, 56, 32, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]out(0): id[  44] vtl[2] const[0] shape[ 56, 56, 32, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[10] uid[11] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  44] vtl[2] const[0] shape[ 56, 56, 32, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  45] vtl[0] const[1] shape[ 1, 1, 32, 192    ] fmt[u8 ] qnt[ASM zp=111, scale=0.003140]
D [print_tensor:139]in(2) : id[  43] vtl[0] const[1] shape[ 192              ] fmt[i32] qnt[ASM zp=  0, scale=0.000074]
D [print_tensor:139]out(0): id[  46] vtl[2] const[0] shape[ 56, 56, 192, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[11] uid[12] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  46] vtl[2] const[0] shape[ 56, 56, 192, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[   4] vtl[0] const[1] shape[ 3, 3, 192, 1     ] fmt[u8 ] qnt[ASM zp=130, scale=0.017781]
D [print_tensor:139]in(2) : id[  47] vtl[0] const[1] shape[ 192              ] fmt[i32] qnt[ASM zp=  0, scale=0.000418]
D [print_tensor:139]out(0): id[  49] vtl[2] const[0] shape[ 28, 28, 192, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[12] uid[13] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  49] vtl[2] const[0] shape[ 28, 28, 192, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  50] vtl[0] const[1] shape[ 1, 1, 192, 48    ] fmt[u8 ] qnt[ASM zp=127, scale=0.013914]
D [print_tensor:139]in(2) : id[  48] vtl[0] const[1] shape[ 48               ] fmt[i32] qnt[ASM zp=  0, scale=0.000327]
D [print_tensor:139]out(0): id[  52] vtl[2] const[0] shape[ 28, 28, 48, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[13] uid[14] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  52] vtl[2] const[0] shape[ 28, 28, 48, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  53] vtl[0] const[1] shape[ 1, 1, 48, 288    ] fmt[u8 ] qnt[ASM zp= 96, scale=0.002891]
D [print_tensor:139]in(2) : id[  51] vtl[0] const[1] shape[ 288              ] fmt[i32] qnt[ASM zp=  0, scale=0.000068]
D [print_tensor:139]out(0): id[  54] vtl[2] const[0] shape[ 28, 28, 288, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[14] uid[15] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  54] vtl[2] const[0] shape[ 28, 28, 288, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[   5] vtl[0] const[1] shape[ 3, 3, 288, 1     ] fmt[u8 ] qnt[ASM zp= 37, scale=0.149713]
D [print_tensor:139]in(2) : id[  55] vtl[0] const[1] shape[ 288              ] fmt[i32] qnt[ASM zp=  0, scale=0.003523]
D [print_tensor:139]out(0): id[  57] vtl[2] const[0] shape[ 28, 28, 288, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[15] uid[16] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  57] vtl[2] const[0] shape[ 28, 28, 288, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  58] vtl[0] const[1] shape[ 1, 1, 288, 48    ] fmt[u8 ] qnt[ASM zp=118, scale=0.013132]
D [print_tensor:139]in(2) : id[  56] vtl[0] const[1] shape[ 48               ] fmt[i32] qnt[ASM zp=  0, scale=0.000309]
D [print_tensor:139]out(0): id[  59] vtl[2] const[0] shape[ 28, 28, 48, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[16] uid[17] op[ADD]
D [validate_op_io_types:165]Validate [ADD]
D [print_tensor:139]in(0) : id[  59] vtl[2] const[0] shape[ 28, 28, 48, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  52] vtl[2] const[0] shape[ 28, 28, 48, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]out(0): id[  61] vtl[2] const[0] shape[ 28, 28, 48, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[17] uid[18] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  61] vtl[2] const[0] shape[ 28, 28, 48, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  62] vtl[0] const[1] shape[ 1, 1, 48, 288    ] fmt[u8 ] qnt[ASM zp=128, scale=0.001644]
D [print_tensor:139]in(2) : id[  60] vtl[0] const[1] shape[ 288              ] fmt[i32] qnt[ASM zp=  0, scale=0.000039]
D [print_tensor:139]out(0): id[  63] vtl[2] const[0] shape[ 28, 28, 288, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[18] uid[19] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  63] vtl[2] const[0] shape[ 28, 28, 288, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[   6] vtl[0] const[1] shape[ 3, 3, 288, 1     ] fmt[u8 ] qnt[ASM zp=113, scale=0.048179]
D [print_tensor:139]in(2) : id[  64] vtl[0] const[1] shape[ 288              ] fmt[i32] qnt[ASM zp=  0, scale=0.001134]
D [print_tensor:139]out(0): id[  66] vtl[2] const[0] shape[ 28, 28, 288, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[19] uid[20] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  66] vtl[2] const[0] shape[ 28, 28, 288, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  67] vtl[0] const[1] shape[ 1, 1, 288, 48    ] fmt[u8 ] qnt[ASM zp=114, scale=0.016087]
D [print_tensor:139]in(2) : id[  65] vtl[0] const[1] shape[ 48               ] fmt[i32] qnt[ASM zp=  0, scale=0.000379]
D [print_tensor:139]out(0): id[  68] vtl[2] const[0] shape[ 28, 28, 48, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[20] uid[21] op[ADD]
D [validate_op_io_types:165]Validate [ADD]
D [print_tensor:139]in(0) : id[  68] vtl[2] const[0] shape[ 28, 28, 48, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  61] vtl[2] const[0] shape[ 28, 28, 48, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]out(0): id[  70] vtl[2] const[0] shape[ 28, 28, 48, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[21] uid[22] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  70] vtl[2] const[0] shape[ 28, 28, 48, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  71] vtl[0] const[1] shape[ 1, 1, 48, 288    ] fmt[u8 ] qnt[ASM zp=122, scale=0.002326]
D [print_tensor:139]in(2) : id[  69] vtl[0] const[1] shape[ 288              ] fmt[i32] qnt[ASM zp=  0, scale=0.000055]
D [print_tensor:139]out(0): id[  72] vtl[2] const[0] shape[ 28, 28, 288, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[22] uid[23] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  72] vtl[2] const[0] shape[ 28, 28, 288, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[   7] vtl[0] const[1] shape[ 3, 3, 288, 1     ] fmt[u8 ] qnt[ASM zp=105, scale=0.034582]
D [print_tensor:139]in(2) : id[  73] vtl[0] const[1] shape[ 288              ] fmt[i32] qnt[ASM zp=  0, scale=0.000814]
D [print_tensor:139]out(0): id[  75] vtl[2] const[0] shape[ 14, 14, 288, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[23] uid[24] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  75] vtl[2] const[0] shape[ 14, 14, 288, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  76] vtl[0] const[1] shape[ 1, 1, 288, 88    ] fmt[u8 ] qnt[ASM zp=135, scale=0.011330]
D [print_tensor:139]in(2) : id[  74] vtl[0] const[1] shape[ 88               ] fmt[i32] qnt[ASM zp=  0, scale=0.000267]
D [print_tensor:139]out(0): id[  78] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[24] uid[25] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  78] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  79] vtl[0] const[1] shape[ 1, 1, 88, 528    ] fmt[u8 ] qnt[ASM zp=144, scale=0.001648]
D [print_tensor:139]in(2) : id[  77] vtl[0] const[1] shape[ 528              ] fmt[i32] qnt[ASM zp=  0, scale=0.000039]
D [print_tensor:139]out(0): id[  80] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[25] uid[26] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  80] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[   8] vtl[0] const[1] shape[ 3, 3, 528, 1     ] fmt[u8 ] qnt[ASM zp=154, scale=0.110969]
D [print_tensor:139]in(2) : id[  81] vtl[0] const[1] shape[ 528              ] fmt[i32] qnt[ASM zp=  0, scale=0.002611]
D [print_tensor:139]out(0): id[  83] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[26] uid[27] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  83] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  84] vtl[0] const[1] shape[ 1, 1, 528, 88    ] fmt[u8 ] qnt[ASM zp=144, scale=0.015020]
D [print_tensor:139]in(2) : id[  82] vtl[0] const[1] shape[ 88               ] fmt[i32] qnt[ASM zp=  0, scale=0.000353]
D [print_tensor:139]out(0): id[  85] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[27] uid[28] op[ADD]
D [validate_op_io_types:165]Validate [ADD]
D [print_tensor:139]in(0) : id[  85] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  78] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]out(0): id[  87] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[28] uid[29] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  87] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  88] vtl[0] const[1] shape[ 1, 1, 88, 528    ] fmt[u8 ] qnt[ASM zp=129, scale=0.001483]
D [print_tensor:139]in(2) : id[  86] vtl[0] const[1] shape[ 528              ] fmt[i32] qnt[ASM zp=  0, scale=0.000035]
D [print_tensor:139]out(0): id[  89] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[29] uid[30] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  89] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[   9] vtl[0] const[1] shape[ 3, 3, 528, 1     ] fmt[u8 ] qnt[ASM zp=139, scale=0.038755]
D [print_tensor:139]in(2) : id[  90] vtl[0] const[1] shape[ 528              ] fmt[i32] qnt[ASM zp=  0, scale=0.000912]
D [print_tensor:139]out(0): id[  92] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[30] uid[31] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  92] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  93] vtl[0] const[1] shape[ 1, 1, 528, 88    ] fmt[u8 ] qnt[ASM zp=122, scale=0.013249]
D [print_tensor:139]in(2) : id[  91] vtl[0] const[1] shape[ 88               ] fmt[i32] qnt[ASM zp=  0, scale=0.000312]
D [print_tensor:139]out(0): id[  94] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[31] uid[32] op[ADD]
D [validate_op_io_types:165]Validate [ADD]
D [print_tensor:139]in(0) : id[  94] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  87] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]out(0): id[  96] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[32] uid[33] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  96] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  97] vtl[0] const[1] shape[ 1, 1, 88, 528    ] fmt[u8 ] qnt[ASM zp=117, scale=0.001335]
D [print_tensor:139]in(2) : id[  95] vtl[0] const[1] shape[ 528              ] fmt[i32] qnt[ASM zp=  0, scale=0.000031]
D [print_tensor:139]out(0): id[  98] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[33] uid[34] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[  98] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  10] vtl[0] const[1] shape[ 3, 3, 528, 1     ] fmt[u8 ] qnt[ASM zp=146, scale=0.035498]
D [print_tensor:139]in(2) : id[  99] vtl[0] const[1] shape[ 528              ] fmt[i32] qnt[ASM zp=  0, scale=0.000835]
D [print_tensor:139]out(0): id[ 101] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[34] uid[35] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 101] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 102] vtl[0] const[1] shape[ 1, 1, 528, 88    ] fmt[u8 ] qnt[ASM zp=137, scale=0.013165]
D [print_tensor:139]in(2) : id[ 100] vtl[0] const[1] shape[ 88               ] fmt[i32] qnt[ASM zp=  0, scale=0.000310]
D [print_tensor:139]out(0): id[ 103] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[35] uid[36] op[ADD]
D [validate_op_io_types:165]Validate [ADD]
D [print_tensor:139]in(0) : id[ 103] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  96] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]out(0): id[ 104] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[36] uid[37] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 104] vtl[2] const[0] shape[ 14, 14, 88, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 106] vtl[0] const[1] shape[ 1, 1, 88, 528    ] fmt[u8 ] qnt[ASM zp=147, scale=0.001861]
D [print_tensor:139]in(2) : id[ 105] vtl[0] const[1] shape[ 528              ] fmt[i32] qnt[ASM zp=  0, scale=0.000044]
D [print_tensor:139]out(0): id[ 107] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[37] uid[38] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 107] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  11] vtl[0] const[1] shape[ 3, 3, 528, 1     ] fmt[u8 ] qnt[ASM zp=155, scale=0.030437]
D [print_tensor:139]in(2) : id[ 108] vtl[0] const[1] shape[ 528              ] fmt[i32] qnt[ASM zp=  0, scale=0.000716]
D [print_tensor:139]out(0): id[ 110] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[38] uid[39] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 110] vtl[2] const[0] shape[ 14, 14, 528, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 111] vtl[0] const[1] shape[ 1, 1, 528, 136   ] fmt[u8 ] qnt[ASM zp=121, scale=0.005562]
D [print_tensor:139]in(2) : id[ 109] vtl[0] const[1] shape[ 136              ] fmt[i32] qnt[ASM zp=  0, scale=0.000131]
D [print_tensor:139]out(0): id[ 113] vtl[2] const[0] shape[ 14, 14, 136, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[39] uid[40] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 113] vtl[2] const[0] shape[ 14, 14, 136, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 114] vtl[0] const[1] shape[ 1, 1, 136, 816   ] fmt[u8 ] qnt[ASM zp=134, scale=0.002319]
D [print_tensor:139]in(2) : id[ 112] vtl[0] const[1] shape[ 816              ] fmt[i32] qnt[ASM zp=  0, scale=0.000055]
D [print_tensor:139]out(0): id[ 115] vtl[2] const[0] shape[ 14, 14, 816, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[40] uid[41] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 115] vtl[2] const[0] shape[ 14, 14, 816, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  12] vtl[0] const[1] shape[ 3, 3, 816, 1     ] fmt[u8 ] qnt[ASM zp=161, scale=0.094060]
D [print_tensor:139]in(2) : id[ 116] vtl[0] const[1] shape[ 816              ] fmt[i32] qnt[ASM zp=  0, scale=0.002213]
D [print_tensor:139]out(0): id[ 118] vtl[2] const[0] shape[ 14, 14, 816, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[41] uid[42] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 118] vtl[2] const[0] shape[ 14, 14, 816, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 119] vtl[0] const[1] shape[ 1, 1, 816, 136   ] fmt[u8 ] qnt[ASM zp=124, scale=0.007079]
D [print_tensor:139]in(2) : id[ 117] vtl[0] const[1] shape[ 136              ] fmt[i32] qnt[ASM zp=  0, scale=0.000167]
D [print_tensor:139]out(0): id[ 120] vtl[2] const[0] shape[ 14, 14, 136, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[42] uid[43] op[ADD]
D [validate_op_io_types:165]Validate [ADD]
D [print_tensor:139]in(0) : id[ 120] vtl[2] const[0] shape[ 14, 14, 136, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 113] vtl[2] const[0] shape[ 14, 14, 136, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]out(0): id[ 122] vtl[2] const[0] shape[ 14, 14, 136, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[43] uid[44] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 122] vtl[2] const[0] shape[ 14, 14, 136, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 123] vtl[0] const[1] shape[ 1, 1, 136, 816   ] fmt[u8 ] qnt[ASM zp=119, scale=0.001318]
D [print_tensor:139]in(2) : id[ 121] vtl[0] const[1] shape[ 816              ] fmt[i32] qnt[ASM zp=  0, scale=0.000031]
D [print_tensor:139]out(0): id[ 124] vtl[2] const[0] shape[ 14, 14, 816, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[44] uid[45] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 124] vtl[2] const[0] shape[ 14, 14, 816, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  13] vtl[0] const[1] shape[ 3, 3, 816, 1     ] fmt[u8 ] qnt[ASM zp= 94, scale=0.080346]
D [print_tensor:139]in(2) : id[ 125] vtl[0] const[1] shape[ 816              ] fmt[i32] qnt[ASM zp=  0, scale=0.001890]
D [print_tensor:139]out(0): id[ 127] vtl[2] const[0] shape[ 14, 14, 816, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[45] uid[46] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 127] vtl[2] const[0] shape[ 14, 14, 816, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 128] vtl[0] const[1] shape[ 1, 1, 816, 136   ] fmt[u8 ] qnt[ASM zp=129, scale=0.019790]
D [print_tensor:139]in(2) : id[ 126] vtl[0] const[1] shape[ 136              ] fmt[i32] qnt[ASM zp=  0, scale=0.000466]
D [print_tensor:139]out(0): id[ 129] vtl[2] const[0] shape[ 14, 14, 136, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[46] uid[47] op[ADD]
D [validate_op_io_types:165]Validate [ADD]
D [print_tensor:139]in(0) : id[ 129] vtl[2] const[0] shape[ 14, 14, 136, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 122] vtl[2] const[0] shape[ 14, 14, 136, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]out(0): id[ 131] vtl[2] const[0] shape[ 14, 14, 136, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[47] uid[48] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 131] vtl[2] const[0] shape[ 14, 14, 136, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 132] vtl[0] const[1] shape[ 1, 1, 136, 816   ] fmt[u8 ] qnt[ASM zp=120, scale=0.001781]
D [print_tensor:139]in(2) : id[ 130] vtl[0] const[1] shape[ 816              ] fmt[i32] qnt[ASM zp=  0, scale=0.000042]
D [print_tensor:139]out(0): id[ 133] vtl[2] const[0] shape[ 14, 14, 816, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[48] uid[49] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 133] vtl[2] const[0] shape[ 14, 14, 816, 1   ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  14] vtl[0] const[1] shape[ 3, 3, 816, 1     ] fmt[u8 ] qnt[ASM zp=129, scale=0.012976]
D [print_tensor:139]in(2) : id[ 134] vtl[0] const[1] shape[ 816              ] fmt[i32] qnt[ASM zp=  0, scale=0.000305]
D [print_tensor:139]out(0): id[ 136] vtl[2] const[0] shape[ 7, 7, 816, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[49] uid[50] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 136] vtl[2] const[0] shape[ 7, 7, 816, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 137] vtl[0] const[1] shape[ 1, 1, 816, 224   ] fmt[u8 ] qnt[ASM zp=115, scale=0.011227]
D [print_tensor:139]in(2) : id[ 135] vtl[0] const[1] shape[ 224              ] fmt[i32] qnt[ASM zp=  0, scale=0.000264]
D [print_tensor:139]out(0): id[ 139] vtl[2] const[0] shape[ 7, 7, 224, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[50] uid[51] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 139] vtl[2] const[0] shape[ 7, 7, 224, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 140] vtl[0] const[1] shape[ 1, 1, 224, 1344  ] fmt[u8 ] qnt[ASM zp=119, scale=0.002037]
D [print_tensor:139]in(2) : id[ 138] vtl[0] const[1] shape[ 1344             ] fmt[i32] qnt[ASM zp=  0, scale=0.000048]
D [print_tensor:139]out(0): id[ 141] vtl[2] const[0] shape[ 7, 7, 1344, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[51] uid[52] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 141] vtl[2] const[0] shape[ 7, 7, 1344, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  15] vtl[0] const[1] shape[ 3, 3, 1344, 1    ] fmt[u8 ] qnt[ASM zp=120, scale=0.052825]
D [print_tensor:139]in(2) : id[ 142] vtl[0] const[1] shape[ 1344             ] fmt[i32] qnt[ASM zp=  0, scale=0.001243]
D [print_tensor:139]out(0): id[ 144] vtl[2] const[0] shape[ 7, 7, 1344, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[52] uid[53] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 144] vtl[2] const[0] shape[ 7, 7, 1344, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 145] vtl[0] const[1] shape[ 1, 1, 1344, 224  ] fmt[u8 ] qnt[ASM zp=135, scale=0.008515]
D [print_tensor:139]in(2) : id[ 143] vtl[0] const[1] shape[ 224              ] fmt[i32] qnt[ASM zp=  0, scale=0.000200]
D [print_tensor:139]out(0): id[ 146] vtl[2] const[0] shape[ 7, 7, 224, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[53] uid[54] op[ADD]
D [validate_op_io_types:165]Validate [ADD]
D [print_tensor:139]in(0) : id[ 146] vtl[2] const[0] shape[ 7, 7, 224, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 139] vtl[2] const[0] shape[ 7, 7, 224, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]out(0): id[ 148] vtl[2] const[0] shape[ 7, 7, 224, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[54] uid[55] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 148] vtl[2] const[0] shape[ 7, 7, 224, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 149] vtl[0] const[1] shape[ 1, 1, 224, 1344  ] fmt[u8 ] qnt[ASM zp=143, scale=0.001751]
D [print_tensor:139]in(2) : id[ 147] vtl[0] const[1] shape[ 1344             ] fmt[i32] qnt[ASM zp=  0, scale=0.000041]
D [print_tensor:139]out(0): id[ 150] vtl[2] const[0] shape[ 7, 7, 1344, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[55] uid[56] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 150] vtl[2] const[0] shape[ 7, 7, 1344, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  16] vtl[0] const[1] shape[ 3, 3, 1344, 1    ] fmt[u8 ] qnt[ASM zp=127, scale=0.065242]
D [print_tensor:139]in(2) : id[ 151] vtl[0] const[1] shape[ 1344             ] fmt[i32] qnt[ASM zp=  0, scale=0.001535]
D [print_tensor:139]out(0): id[ 153] vtl[2] const[0] shape[ 7, 7, 1344, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[56] uid[57] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 153] vtl[2] const[0] shape[ 7, 7, 1344, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 154] vtl[0] const[1] shape[ 1, 1, 1344, 224  ] fmt[u8 ] qnt[ASM zp=117, scale=0.033019]
D [print_tensor:139]in(2) : id[ 152] vtl[0] const[1] shape[ 224              ] fmt[i32] qnt[ASM zp=  0, scale=0.000777]
D [print_tensor:139]out(0): id[ 155] vtl[2] const[0] shape[ 7, 7, 224, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[57] uid[58] op[ADD]
D [validate_op_io_types:165]Validate [ADD]
D [print_tensor:139]in(0) : id[ 155] vtl[2] const[0] shape[ 7, 7, 224, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 148] vtl[2] const[0] shape[ 7, 7, 224, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]out(0): id[ 157] vtl[2] const[0] shape[ 7, 7, 224, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[58] uid[59] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 157] vtl[2] const[0] shape[ 7, 7, 224, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 158] vtl[0] const[1] shape[ 1, 1, 224, 1344  ] fmt[u8 ] qnt[ASM zp=134, scale=0.002581]
D [print_tensor:139]in(2) : id[ 156] vtl[0] const[1] shape[ 1344             ] fmt[i32] qnt[ASM zp=  0, scale=0.000061]
D [print_tensor:139]out(0): id[ 159] vtl[2] const[0] shape[ 7, 7, 1344, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[59] uid[60] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 159] vtl[2] const[0] shape[ 7, 7, 1344, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[  17] vtl[0] const[1] shape[ 3, 3, 1344, 1    ] fmt[u8 ] qnt[ASM zp=199, scale=0.158337]
D [print_tensor:139]in(2) : id[ 160] vtl[0] const[1] shape[ 1344             ] fmt[i32] qnt[ASM zp=  0, scale=0.003726]
D [print_tensor:139]out(0): id[ 162] vtl[2] const[0] shape[ 7, 7, 1344, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[60] uid[61] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 162] vtl[2] const[0] shape[ 7, 7, 1344, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 163] vtl[0] const[1] shape[ 1, 1, 1344, 448  ] fmt[u8 ] qnt[ASM zp=145, scale=0.006616]
D [print_tensor:139]in(2) : id[ 161] vtl[0] const[1] shape[ 448              ] fmt[i32] qnt[ASM zp=  0, scale=0.000156]
D [print_tensor:139]out(0): id[ 164] vtl[2] const[0] shape[ 7, 7, 448, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[61] uid[62] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 164] vtl[2] const[0] shape[ 7, 7, 448, 1     ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 166] vtl[0] const[1] shape[ 1, 1, 448, 1792  ] fmt[u8 ] qnt[ASM zp=135, scale=0.005028]
D [print_tensor:139]in(2) : id[ 165] vtl[0] const[1] shape[ 1792             ] fmt[i32] qnt[ASM zp=  0, scale=0.000118]
D [print_tensor:139]out(0): id[ 167] vtl[2] const[0] shape[ 7, 7, 1792, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[62] uid[63] op[POOL]
D [validate_op_io_types:165]Validate [POOL]
D [print_tensor:139]in(0) : id[ 167] vtl[2] const[0] shape[ 7, 7, 1792, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]out(0): id[ 169] vtl[2] const[0] shape[ 1, 1, 1792, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [setup_node:440]Setup node id[63] uid[64] op[CONV2D]
D [validate_op_io_types:165]Validate [CONV2D]
D [print_tensor:139]in(0) : id[ 169] vtl[2] const[0] shape[ 1, 1, 1792, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [print_tensor:139]in(1) : id[ 170] vtl[0] const[1] shape[ 1, 1, 1792, 1001 ] fmt[u8 ] qnt[ASM zp=106, scale=0.001523]
D [print_tensor:139]in(2) : id[ 168] vtl[0] const[1] shape[ 1001             ] fmt[i32] qnt[ASM zp=  0, scale=0.000036]
D [print_tensor:139]out(0): id[   0] vtl[0] const[0] shape[ 1, 1, 1001, 1    ] fmt[u8 ] qnt[ASM zp=  0, scale=0.023529]
D [optimize_node:385]Backward optimize neural network
D [optimize_node:392]Forward optimize neural network
I [compute_node:327]Create vx node
D [compute_node:350]Instance node[0] "CONV2D" ...
D [compute_node:350]Instance node[1] "CONV2D" ...
D [compute_node:350]Instance node[2] "CONV2D" ...
D [compute_node:350]Instance node[3] "CONV2D" ...
D [compute_node:350]Instance node[4] "CONV2D" ...
D [compute_node:350]Instance node[5] "CONV2D" ...
D [compute_node:350]Instance node[6] "CONV2D" ...
D [compute_node:350]Instance node[7] "CONV2D" ...
D [compute_node:350]Instance node[8] "CONV2D" ...
D [compute_node:350]Instance node[9] "ADD" ...
D [vsi_nn_kernel_selector:969]Instance OPENVX node with kernel "add" 
D [compute_node:350]Instance node[10] "CONV2D" ...
D [compute_node:350]Instance node[11] "CONV2D" ...
D [compute_node:350]Instance node[12] "CONV2D" ...
D [compute_node:350]Instance node[13] "CONV2D" ...
D [compute_node:350]Instance node[14] "CONV2D" ...
D [compute_node:350]Instance node[15] "CONV2D" ...
D [compute_node:350]Instance node[16] "ADD" ...
D [vsi_nn_kernel_selector:969]Instance OPENVX node with kernel "add" 
D [compute_node:350]Instance node[17] "CONV2D" ...
D [compute_node:350]Instance node[18] "CONV2D" ...
D [compute_node:350]Instance node[19] "CONV2D" ...
D [compute_node:350]Instance node[20] "ADD" ...
D [vsi_nn_kernel_selector:969]Instance OPENVX node with kernel "add" 
D [compute_node:350]Instance node[21] "CONV2D" ...
D [compute_node:350]Instance node[22] "CONV2D" ...
D [compute_node:350]Instance node[23] "CONV2D" ...
D [compute_node:350]Instance node[24] "CONV2D" ...
D [compute_node:350]Instance node[25] "CONV2D" ...
D [compute_node:350]Instance node[26] "CONV2D" ...
D [compute_node:350]Instance node[27] "ADD" ...
D [vsi_nn_kernel_selector:969]Instance OPENVX node with kernel "add" 
D [compute_node:350]Instance node[28] "CONV2D" ...
D [compute_node:350]Instance node[29] "CONV2D" ...
D [compute_node:350]Instance node[30] "CONV2D" ...
D [compute_node:350]Instance node[31] "ADD" ...
D [vsi_nn_kernel_selector:969]Instance OPENVX node with kernel "add" 
D [compute_node:350]Instance node[32] "CONV2D" ...
D [compute_node:350]Instance node[33] "CONV2D" ...
D [compute_node:350]Instance node[34] "CONV2D" ...
D [compute_node:350]Instance node[35] "ADD" ...
D [vsi_nn_kernel_selector:969]Instance OPENVX node with kernel "add" 
D [compute_node:350]Instance node[36] "CONV2D" ...
D [compute_node:350]Instance node[37] "CONV2D" ...
D [compute_node:350]Instance node[38] "CONV2D" ...
D [compute_node:350]Instance node[39] "CONV2D" ...
D [compute_node:350]Instance node[40] "CONV2D" ...
D [compute_node:350]Instance node[41] "CONV2D" ...
D [compute_node:350]Instance node[42] "ADD" ...
D [vsi_nn_kernel_selector:969]Instance OPENVX node with kernel "add" 
D [compute_node:350]Instance node[43] "CONV2D" ...
D [compute_node:350]Instance node[44] "CONV2D" ...
D [compute_node:350]Instance node[45] "CONV2D" ...
D [compute_node:350]Instance node[46] "ADD" ...
D [vsi_nn_kernel_selector:969]Instance OPENVX node with kernel "add" 
D [compute_node:350]Instance node[47] "CONV2D" ...
D [compute_node:350]Instance node[48] "CONV2D" ...
D [compute_node:350]Instance node[49] "CONV2D" ...
D [compute_node:350]Instance node[50] "CONV2D" ...
D [compute_node:350]Instance node[51] "CONV2D" ...
D [compute_node:350]Instance node[52] "CONV2D" ...
D [compute_node:350]Instance node[53] "ADD" ...
D [vsi_nn_kernel_selector:969]Instance OPENVX node with kernel "add" 
D [compute_node:350]Instance node[54] "CONV2D" ...
D [compute_node:350]Instance node[55] "CONV2D" ...
D [compute_node:350]Instance node[56] "CONV2D" ...
D [compute_node:350]Instance node[57] "ADD" ...
D [vsi_nn_kernel_selector:969]Instance OPENVX node with kernel "add" 
D [compute_node:350]Instance node[58] "CONV2D" ...
D [compute_node:350]Instance node[59] "CONV2D" ...
D [compute_node:350]Instance node[60] "CONV2D" ...
D [compute_node:350]Instance node[61] "CONV2D" ...
D [compute_node:350]Instance node[62] "POOL" ...
D [compute_node:350]Instance node[63] "CONV2D" ...

Compile graph fail.
BUG1989 commented 3 years ago

@janoslim Does this problem still exist? If yes, please go to QQ group