加载预编译模型失败

[rzzhangtao]

在rv1126板子上（rknn runtime版本为1.7.5），通过C接口调用生成预编译模型并保存到文件中。 然后在该环境中加载上述预编译模型，返回错误码-6，请问可以如何解决？

捞取的信息如下： Loading rknn_pre_compile.rknn... librknn_runtime version 1.7.5 (ccb93f1 build: 2023-07-18 10:56:29 base: 1131) E [parseModel:145]Invalid RKNN model:1313689686 vs 65550 rknn_init error ret=-6 ExtractorRknn fail

[eRaul]

生成出来的预编译模型是不是只有几kb，这样的预编译模型是有问题的。执行export RKNN_LOG_LEVEL=5命令，然后再运行预编译日志，把预编译的日志发出来看下。

[rzzhangtao]

这个模型不是只有几KB的情况，大小是正常的。原始rknn模型大小为6.9MB，生成的预编译模型大小为5.7MB。

执行export RKNN_LOG_LEVEL=5后，预编译生成的日志如下： Loading mode modified_person_helmet-20230930.onnx.rknn... librknn_runtime version 1.7.5 (ccb93f1 build: 2023-07-18 10:56:29 base: 1131) D [vnn_CreateRKNN:5867]current chip platform = RK1109

D [set_chip_platform_env:229]evaluate model on RV1126 I [vnn_CreateRKNN:6121]rknn model optimization_level=3 I [vnn_CreateRKNN:6143]output_fmt=0 I [rknn_CreateGraph:478]OVXLIB_VERSION==1.1.31 I [setup_client_ops:5587]setup_client_ops num=0 I [setup_client_ops:5712]setup_client_ops finish I [register_client_ops:5731]register_client_ops num=0 I [register_client_ops:5749]register_client_ops finish I [vnn_CreateRKNN:6268]Norm tensor initialize D [setup_norm_tensor:5042]tensor id=0, name=Sigmoid_Sigmoid_201/out0_0, opt = 0, attr.opt =0

D [setup_norm_tensor:5042]tensor id=1, name=Sigmoid_Sigmoid_203/out0_1, opt = 0, attr.opt =0

D [setup_norm_tensor:5042]tensor id=2, name=Sigmoid_Sigmoid_205/out0_2, opt = 0, attr.opt =0

D [setup_norm_tensor:5042]tensor id=3, name=images_205, opt = 0, attr.opt =0

I [vnn_CreateRKNN:6283]Const tensor initialize I [vnn_CreateRKNN:6298]Virtual tensor initialize I [vnn_CreateRKNN:6310]Connection initialize I [vnn_CreateRKNN:6320]graph io initialize D [setup_node:441]Setup node id[0] uid[190] op[CONV2D] name[Conv_Conv_0_190] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 3] vtl[0] const[0] shape[ 640, 640, 3, 1 ] fmt[u8 ] qnt[ASM zp= 0, scale=0.003922] D [print_tensor:146]in(1) : id[ 4] vtl[0] const[1] shape[ 6, 6, 3, 32 ] fmt[u8 ] qnt[ASM zp=131, scale=0.070797] D [print_tensor:146]in(2) : id[ 5] vtl[0] const[1] shape[ 32 ] fmt[i32] qnt[ASM zp= 0, scale=0.000278] D [print_tensor:146]out(0): id[ 124] vtl[1] const[0] shape[ 320, 320, 32, 1 ] fmt[u8 ] qnt[ASM zp=114, scale=0.372413] D [setup_node:441]Setup node id[1] uid[175] op[SWISH] name[Sigmoid_Sigmoid_1_191_Mul_Mul_2_175] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 124] vtl[1] const[0] shape[ 320, 320, 32, 1 ] fmt[u8 ] qnt[ASM zp=114, scale=0.372413] D [print_tensor:146]out(0): id[ 125] vtl[1] const[0] shape[ 320, 320, 32, 1 ] fmt[u8 ] qnt[ASM zp= 1, scale=0.207347] D [setup_node:441]Setup node id[2] uid[174] op[CONV2D] name[Conv_Conv_3_174] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 125] vtl[1] const[0] shape[ 320, 320, 32, 1 ] fmt[u8 ] qnt[ASM zp= 1, scale=0.207347] D [print_tensor:146]in(1) : id[ 6] vtl[0] const[1] shape[ 3, 3, 32, 64 ] fmt[u8 ] qnt[ASM zp=142, scale=0.007738] D [print_tensor:146]in(2) : id[ 7] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.001604] D [print_tensor:146]out(0): id[ 126] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp=130, scale=0.753578] D [setup_node:441]Setup node id[3] uid[159] op[SWISH] name[Sigmoid_Sigmoid_4_160_Mul_Mul_5_159] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 126] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp=130, scale=0.753578] D [print_tensor:146]out(0): id[ 127] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 1, scale=0.371924] D [setup_node:441]Setup node id[4] uid[145] op[CONV2D] name[Conv_Conv_16_145] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 127] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 1, scale=0.371924] D [print_tensor:146]in(1) : id[ 8] vtl[0] const[1] shape[ 1, 1, 64, 32 ] fmt[u8 ] qnt[ASM zp=176, scale=0.007201] D [print_tensor:146]in(2) : id[ 9] vtl[0] const[1] shape[ 32 ] fmt[i32] qnt[ASM zp= 0, scale=0.002678] D [print_tensor:146]out(0): id[ 128] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=183, scale=0.722165] D [setup_node:441]Setup node id[5] uid[170] op[CONV2D] name[Conv_Conv_6_170] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 127] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 1, scale=0.371924] D [print_tensor:146]in(1) : id[ 10] vtl[0] const[1] shape[ 1, 1, 64, 32 ] fmt[u8 ] qnt[ASM zp=170, scale=0.003152] D [print_tensor:146]in(2) : id[ 11] vtl[0] const[1] shape[ 32 ] fmt[i32] qnt[ASM zp= 0, scale=0.001172] D [print_tensor:146]out(0): id[ 129] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=178, scale=0.249866] D [setup_node:441]Setup node id[6] uid[132] op[SWISH] name[Sigmoid_Sigmoid_17_146_Mul_Mul_18_132] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 128] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=183, scale=0.722165] D [print_tensor:146]out(0): id[ 130] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 3, scale=0.206818] D [setup_node:441]Setup node id[7] uid[157] op[SWISH] name[Sigmoid_Sigmoid_7_171_Mul_Mul_8_157] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 129] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=178, scale=0.249866] D [print_tensor:146]out(0): id[ 131] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.076973] D [setup_node:441]Setup node id[8] uid[192] op[CONV2D] name[Conv_Conv_9_192] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 131] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.076973] D [print_tensor:146]in(1) : id[ 12] vtl[0] const[1] shape[ 1, 1, 32, 32 ] fmt[u8 ] qnt[ASM zp=163, scale=0.018862] D [print_tensor:146]in(2) : id[ 13] vtl[0] const[1] shape[ 32 ] fmt[i32] qnt[ASM zp= 0, scale=0.001452] D [print_tensor:146]out(0): id[ 132] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=195, scale=0.199908] D [setup_node:441]Setup node id[9] uid[188] op[SWISH] name[Sigmoid_Sigmoid_10_189_Mul_Mul_11_188] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 132] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=195, scale=0.199908] D [print_tensor:146]out(0): id[ 133] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048285] D [setup_node:441]Setup node id[10] uid[172] op[CONV2D] name[Conv_Conv_12_172] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 133] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048285] D [print_tensor:146]in(1) : id[ 14] vtl[0] const[1] shape[ 3, 3, 32, 32 ] fmt[u8 ] qnt[ASM zp=121, scale=0.013295] D [print_tensor:146]in(2) : id[ 15] vtl[0] const[1] shape[ 32 ] fmt[i32] qnt[ASM zp= 0, scale=0.000642] D [print_tensor:146]out(0): id[ 134] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=124, scale=0.217534] D [setup_node:441]Setup node id[11] uid[158] op[SWISH] name[Sigmoid_Sigmoid_13_173_Mul_Mul_14_158] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 134] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=124, scale=0.217534] D [print_tensor:146]out(0): id[ 135] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.112982] D [setup_node:441]Setup node id[12] uid[144] op[ADD] name[Add_Add_15_144] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 131] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.076973] D [print_tensor:146]in(1) : id[ 135] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.112982] D [print_tensor:146]out(0): id[ 136] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 3, scale=0.206818] D [setup_node:441]Setup node id[13] uid[131] op[CONCAT] name[Concat_Concat_19_131] D [print_tensor:146]in(0) : id[ 136] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 3, scale=0.206818] D [print_tensor:146]in(1) : id[ 130] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 3, scale=0.206818] D [print_tensor:146]out(0): id[ 137] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 3, scale=0.206818] D [setup_node:441]Setup node id[14] uid[116] op[CONV2D] name[Conv_Conv_20_116] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 137] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 3, scale=0.206818] D [print_tensor:146]in(1) : id[ 16] vtl[0] const[1] shape[ 1, 1, 64, 64 ] fmt[u8 ] qnt[ASM zp=141, scale=0.005589] D [print_tensor:146]in(2) : id[ 17] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.001156] D [print_tensor:146]out(0): id[ 138] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp=161, scale=0.175178] D [setup_node:441]Setup node id[15] uid[106] op[SWISH] name[Sigmoid_Sigmoid_21_117_Mul_Mul_22_106] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 138] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp=161, scale=0.175178] D [print_tensor:146]out(0): id[ 139] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.065713] D [setup_node:441]Setup node id[16] uid[104] op[CONV2D] name[Conv_Conv_23_104] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 139] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.065713] D [print_tensor:146]in(1) : id[ 18] vtl[0] const[1] shape[ 3, 3, 64, 128 ] fmt[u8 ] qnt[ASM zp=121, scale=0.002588] D [print_tensor:146]in(2) : id[ 19] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000170] D [print_tensor:146]out(0): id[ 140] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp=171, scale=0.090111] D [setup_node:441]Setup node id[17] uid[93] op[SWISH] name[Sigmoid_Sigmoid_24_105_Mul_Mul_25_93] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 140] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp=171, scale=0.090111] D [print_tensor:146]out(0): id[ 141] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.030701] D [setup_node:441]Setup node id[18] uid[80] op[CONV2D] name[Conv_Conv_43_80] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 141] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.030701] D [print_tensor:146]in(1) : id[ 20] vtl[0] const[1] shape[ 1, 1, 128, 64 ] fmt[u8 ] qnt[ASM zp=124, scale=0.010764] D [print_tensor:146]in(2) : id[ 21] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000330] D [print_tensor:146]out(0): id[ 142] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=146, scale=0.076641] D [setup_node:441]Setup node id[19] uid[125] op[CONV2D] name[Conv_Conv_26_125] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 141] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.030701] D [print_tensor:146]in(1) : id[ 22] vtl[0] const[1] shape[ 1, 1, 128, 64 ] fmt[u8 ] qnt[ASM zp=166, scale=0.003562] D [print_tensor:146]in(2) : id[ 23] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000109] D [print_tensor:146]out(0): id[ 143] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=178, scale=0.036697] D [setup_node:441]Setup node id[20] uid[76] op[SWISH] name[Sigmoid_Sigmoid_44_79_Mul_Mul_45_76] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 142] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=146, scale=0.076641] D [print_tensor:146]out(0): id[ 144] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.042961] D [setup_node:441]Setup node id[21] uid[112] op[SWISH] name[Sigmoid_Sigmoid_27_126_Mul_Mul_28_112] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 143] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=178, scale=0.036697] D [print_tensor:146]out(0): id[ 145] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 24, scale=0.011626] D [setup_node:441]Setup node id[22] uid[142] op[CONV2D] name[Conv_Conv_29_142] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 145] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 24, scale=0.011626] D [print_tensor:146]in(1) : id[ 24] vtl[0] const[1] shape[ 1, 1, 64, 64 ] fmt[u8 ] qnt[ASM zp=121, scale=0.017632] D [print_tensor:146]in(2) : id[ 25] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000205] D [print_tensor:146]out(0): id[ 146] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=137, scale=0.055454] D [setup_node:441]Setup node id[23] uid[130] op[SWISH] name[Sigmoid_Sigmoid_30_143_Mul_Mul_31_130] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 146] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=137, scale=0.055454] D [print_tensor:146]out(0): id[ 147] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 10, scale=0.026718] D [setup_node:441]Setup node id[24] uid[127] op[CONV2D] name[Conv_Conv_32_127] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 147] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 10, scale=0.026718] D [print_tensor:146]in(1) : id[ 26] vtl[0] const[1] shape[ 3, 3, 64, 64 ] fmt[u8 ] qnt[ASM zp=143, scale=0.002989] D [print_tensor:146]in(2) : id[ 27] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000080] D [print_tensor:146]out(0): id[ 148] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=157, scale=0.051463] D [setup_node:441]Setup node id[25] uid[113] op[SWISH] name[Sigmoid_Sigmoid_33_128_Mul_Mul_34_113] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 148] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=157, scale=0.051463] D [print_tensor:146]out(0): id[ 149] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 13, scale=0.020716] D [setup_node:441]Setup node id[26] uid[101] op[ADD] name[Add_Add_35_101] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 145] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 24, scale=0.011626] D [print_tensor:146]in(1) : id[ 149] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 13, scale=0.020716] D [print_tensor:146]out(0): id[ 150] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 25, scale=0.022189] D [setup_node:441]Setup node id[27] uid[129] op[CONV2D] name[Conv_Conv_36_129] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 150] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 25, scale=0.022189] D [print_tensor:146]in(1) : id[ 28] vtl[0] const[1] shape[ 1, 1, 64, 64 ] fmt[u8 ] qnt[ASM zp=148, scale=0.012574] D [print_tensor:146]in(2) : id[ 29] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000279] D [print_tensor:146]out(0): id[ 151] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=150, scale=0.073397] D [setup_node:441]Setup node id[28] uid[114] op[SWISH] name[Sigmoid_Sigmoid_37_115_Mul_Mul_38_114] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 151] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=150, scale=0.073397] D [print_tensor:146]out(0): id[ 152] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.031369] D [setup_node:441]Setup node id[29] uid[102] op[CONV2D] name[Conv_Conv_39_102] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 152] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.031369] D [print_tensor:146]in(1) : id[ 30] vtl[0] const[1] shape[ 3, 3, 64, 64 ] fmt[u8 ] qnt[ASM zp=133, scale=0.004985] D [print_tensor:146]in(2) : id[ 31] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000156] D [print_tensor:146]out(0): id[ 153] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=145, scale=0.089957] D [setup_node:441]Setup node id[30] uid[92] op[SWISH] name[Sigmoid_Sigmoid_40_103_Mul_Mul_41_92] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 153] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=145, scale=0.089957] D [print_tensor:146]out(0): id[ 154] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.039933] D [setup_node:441]Setup node id[31] uid[91] op[ADD] name[Add_Add_42_91] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 150] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 25, scale=0.022189] D [print_tensor:146]in(1) : id[ 154] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.039933] D [print_tensor:146]out(0): id[ 155] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.042961] D [setup_node:441]Setup node id[32] uid[75] op[CONCAT] name[Concat_Concat_46_75] D [print_tensor:146]in(0) : id[ 155] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.042961] D [print_tensor:146]in(1) : id[ 144] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.042961] D [print_tensor:146]out(0): id[ 156] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.042961] D [setup_node:441]Setup node id[33] uid[58] op[CONV2D] name[Conv_Conv_47_58] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 156] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.042961] D [print_tensor:146]in(1) : id[ 32] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=128, scale=0.004709] D [print_tensor:146]in(2) : id[ 33] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000202] D [print_tensor:146]out(0): id[ 157] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp=133, scale=0.071989] D [setup_node:441]Setup node id[34] uid[44] op[SWISH] name[Sigmoid_Sigmoid_48_59_Mul_Mul_49_44] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 157] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp=133, scale=0.071989] D [print_tensor:146]out(0): id[ 158] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [setup_node:441]Setup node id[35] uid[156] op[CONV2D] name[Conv_Conv_50_156] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 158] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 34] vtl[0] const[1] shape[ 3, 3, 128, 256 ] fmt[u8 ] qnt[ASM zp=149, scale=0.004070] D [print_tensor:146]in(2) : id[ 35] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000286] D [print_tensor:146]out(0): id[ 159] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=138, scale=0.098534] D [setup_node:441]Setup node id[36] uid[154] op[SWISH] name[Sigmoid_Sigmoid_51_155_Mul_Mul_52_154] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 159] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=138, scale=0.098534] D [print_tensor:146]out(0): id[ 160] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.046170] D [setup_node:441]Setup node id[37] uid[141] op[CONV2D] name[Conv_Conv_77_141] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 160] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.046170] D [print_tensor:146]in(1) : id[ 36] vtl[0] const[1] shape[ 1, 1, 256, 128 ] fmt[u8 ] qnt[ASM zp=158, scale=0.008809] D [print_tensor:146]in(2) : id[ 37] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000407] D [print_tensor:146]out(0): id[ 161] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=126, scale=0.122159] D [setup_node:441]Setup node id[38] uid[201] op[CONV2D] name[Conv_Conv_53_201] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 160] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.046170] D [print_tensor:146]in(1) : id[ 38] vtl[0] const[1] shape[ 1, 1, 256, 128 ] fmt[u8 ] qnt[ASM zp=103, scale=0.004259] D [print_tensor:146]in(2) : id[ 39] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000197] D [print_tensor:146]out(0): id[ 162] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=146, scale=0.051849] D [setup_node:441]Setup node id[39] uid[139] op[SWISH] name[Sigmoid_Sigmoid_78_140_Mul_Mul_79_139] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 161] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=126, scale=0.122159] D [print_tensor:146]out(0): id[ 163] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 14, scale=0.079431] D [setup_node:441]Setup node id[40] uid[196] op[SWISH] name[Sigmoid_Sigmoid_54_202_Mul_Mul_55_196] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 162] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=146, scale=0.051849] D [print_tensor:146]out(0): id[ 164] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 12, scale=0.023138] D [setup_node:441]Setup node id[41] uid[204] op[CONV2D] name[Conv_Conv_56_204] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 164] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 12, scale=0.023138] D [print_tensor:146]in(1) : id[ 40] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=107, scale=0.013509] D [print_tensor:146]in(2) : id[ 41] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000313] D [print_tensor:146]out(0): id[ 165] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=118, scale=0.088111] D [setup_node:441]Setup node id[42] uid[200] op[SWISH] name[Sigmoid_Sigmoid_57_203_Mul_Mul_58_200] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 165] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=118, scale=0.088111] D [print_tensor:146]out(0): id[ 166] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048426] D [setup_node:441]Setup node id[43] uid[199] op[CONV2D] name[Conv_Conv_59_199] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 166] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048426] D [print_tensor:146]in(1) : id[ 42] vtl[0] const[1] shape[ 3, 3, 128, 128 ] fmt[u8 ] qnt[ASM zp=167, scale=0.003126] D [print_tensor:146]in(2) : id[ 43] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000151] D [print_tensor:146]out(0): id[ 167] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=153, scale=0.058458] D [setup_node:441]Setup node id[44] uid[197] op[SWISH] name[Sigmoid_Sigmoid_60_198_Mul_Mul_61_197] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 167] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=153, scale=0.058458] D [print_tensor:146]out(0): id[ 168] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.024305] D [setup_node:441]Setup node id[45] uid[182] op[ADD] name[Add_Add_62_182] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 164] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 12, scale=0.023138] D [print_tensor:146]in(1) : id[ 168] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.024305] D [print_tensor:146]out(0): id[ 169] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 20, scale=0.028512] D [setup_node:441]Setup node id[46] uid[195] op[CONV2D] name[Conv_Conv_63_195] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 169] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 20, scale=0.028512] D [print_tensor:146]in(1) : id[ 44] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=127, scale=0.012131] D [print_tensor:146]in(2) : id[ 45] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000346] D [print_tensor:146]out(0): id[ 170] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=119, scale=0.086105] D [setup_node:441]Setup node id[47] uid[187] op[SWISH] name[Sigmoid_Sigmoid_64_193_Mul_Mul_65_187] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 170] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=119, scale=0.086105] D [print_tensor:146]out(0): id[ 171] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047084] D [setup_node:441]Setup node id[48] uid[186] op[CONV2D] name[Conv_Conv_66_186] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 171] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047084] D [print_tensor:146]in(1) : id[ 46] vtl[0] const[1] shape[ 3, 3, 128, 128 ] fmt[u8 ] qnt[ASM zp=135, scale=0.004933] D [print_tensor:146]in(2) : id[ 47] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000232] D [print_tensor:146]out(0): id[ 172] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=133, scale=0.076744] D [setup_node:441]Setup node id[49] uid[183] op[SWISH] name[Sigmoid_Sigmoid_67_185_Mul_Mul_68_183] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 172] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=133, scale=0.076744] D [print_tensor:146]out(0): id[ 173] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.037724] D [setup_node:441]Setup node id[50] uid[165] op[ADD] name[Add_Add_69_165] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 169] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 20, scale=0.028512] D [print_tensor:146]in(1) : id[ 173] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.037724] D [print_tensor:146]out(0): id[ 174] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.044021] D [setup_node:441]Setup node id[51] uid[184] op[CONV2D] name[Conv_Conv_70_184] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 174] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.044021] D [print_tensor:146]in(1) : id[ 48] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=132, scale=0.006095] D [print_tensor:146]in(2) : id[ 49] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000268] D [print_tensor:146]out(0): id[ 175] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=136, scale=0.079066] D [setup_node:441]Setup node id[52] uid[168] op[SWISH] name[Sigmoid_Sigmoid_71_169_Mul_Mul_72_168] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 175] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=136, scale=0.079066] D [print_tensor:146]out(0): id[ 176] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.037859] D [setup_node:441]Setup node id[53] uid[166] op[CONV2D] name[Conv_Conv_73_166] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 176] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.037859] D [print_tensor:146]in(1) : id[ 50] vtl[0] const[1] shape[ 3, 3, 128, 128 ] fmt[u8 ] qnt[ASM zp=133, scale=0.008996] D [print_tensor:146]in(2) : id[ 51] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000341] D [print_tensor:146]out(0): id[ 177] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=144, scale=0.173823] D [setup_node:441]Setup node id[54] uid[153] op[SWISH] name[Sigmoid_Sigmoid_74_167_Mul_Mul_75_153] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 177] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=144, scale=0.173823] D [print_tensor:146]out(0): id[ 178] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.076764] D [setup_node:441]Setup node id[55] uid[152] op[ADD] name[Add_Add_76_152] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 174] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.044021] D [print_tensor:146]in(1) : id[ 178] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.076764] D [print_tensor:146]out(0): id[ 179] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 14, scale=0.079431] D [setup_node:441]Setup node id[56] uid[138] op[CONCAT] name[Concat_Concat_80_138] D [print_tensor:146]in(0) : id[ 179] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 14, scale=0.079431] D [print_tensor:146]in(1) : id[ 163] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 14, scale=0.079431] D [print_tensor:146]out(0): id[ 180] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 14, scale=0.079431] D [setup_node:441]Setup node id[57] uid[123] op[CONV2D] name[Conv_Conv_81_123] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 180] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 14, scale=0.079431] D [print_tensor:146]in(1) : id[ 52] vtl[0] const[1] shape[ 1, 1, 256, 256 ] fmt[u8 ] qnt[ASM zp=119, scale=0.003344] D [print_tensor:146]in(2) : id[ 53] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000266] D [print_tensor:146]out(0): id[ 181] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=126, scale=0.080533] D [setup_node:441]Setup node id[58] uid[111] op[SWISH] name[Sigmoid_Sigmoid_82_124_Mul_Mul_83_111] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 181] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=126, scale=0.080533] D [print_tensor:146]out(0): id[ 182] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [setup_node:441]Setup node id[59] uid[163] op[CONV2D] name[Conv_Conv_84_163] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 182] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 54] vtl[0] const[1] shape[ 3, 3, 256, 512 ] fmt[u8 ] qnt[ASM zp= 99, scale=0.002325] D [print_tensor:146]in(2) : id[ 55] vtl[0] const[1] shape[ 512 ] fmt[i32] qnt[ASM zp= 0, scale=0.000110] D [print_tensor:146]out(0): id[ 183] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=128, scale=0.094755] D [setup_node:441]Setup node id[60] uid[151] op[SWISH] name[Sigmoid_Sigmoid_85_164_Mul_Mul_86_151] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 183] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=128, scale=0.094755] D [print_tensor:146]out(0): id[ 184] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048468] D [setup_node:441]Setup node id[61] uid[148] op[CONV2D] name[Conv_Conv_97_148] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 184] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048468] D [print_tensor:146]in(1) : id[ 56] vtl[0] const[1] shape[ 1, 1, 512, 256 ] fmt[u8 ] qnt[ASM zp=107, scale=0.004107] D [print_tensor:146]in(2) : id[ 57] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000199] D [print_tensor:146]out(0): id[ 185] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=140, scale=0.099362] D [setup_node:441]Setup node id[62] uid[176] op[CONV2D] name[Conv_Conv_87_176] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 184] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048468] D [print_tensor:146]in(1) : id[ 58] vtl[0] const[1] shape[ 1, 1, 512, 256 ] fmt[u8 ] qnt[ASM zp=100, scale=0.003560] D [print_tensor:146]in(2) : id[ 59] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000173] D [print_tensor:146]out(0): id[ 186] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=159, scale=0.063884] D [setup_node:441]Setup node id[63] uid[134] op[SWISH] name[Sigmoid_Sigmoid_98_149_Mul_Mul_99_134] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 185] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=140, scale=0.099362] D [print_tensor:146]out(0): id[ 187] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.064732] D [setup_node:441]Setup node id[64] uid[161] op[SWISH] name[Sigmoid_Sigmoid_88_177_Mul_Mul_89_161] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 186] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=159, scale=0.063884] D [print_tensor:146]out(0): id[ 188] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.025036] D [setup_node:441]Setup node id[65] uid[194] op[CONV2D] name[Conv_Conv_90_194] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 188] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.025036] D [print_tensor:146]in(1) : id[ 60] vtl[0] const[1] shape[ 1, 1, 256, 256 ] fmt[u8 ] qnt[ASM zp=137, scale=0.016385] D [print_tensor:146]in(2) : id[ 61] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000410] D [print_tensor:146]out(0): id[ 189] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=115, scale=0.090749] D [setup_node:441]Setup node id[66] uid[180] op[SWISH] name[Sigmoid_Sigmoid_91_181_Mul_Mul_92_180] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 189] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=115, scale=0.090749] D [print_tensor:146]out(0): id[ 190] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.050769] D [setup_node:441]Setup node id[67] uid[178] op[CONV2D] name[Conv_Conv_93_178] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 190] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.050769] D [print_tensor:146]in(1) : id[ 62] vtl[0] const[1] shape[ 3, 3, 256, 256 ] fmt[u8 ] qnt[ASM zp=142, scale=0.003690] D [print_tensor:146]in(2) : id[ 63] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000187] D [print_tensor:146]out(0): id[ 191] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=120, scale=0.119965] D [setup_node:441]Setup node id[68] uid[162] op[SWISH] name[Sigmoid_Sigmoid_94_179_Mul_Mul_95_162] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 191] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=120, scale=0.119965] D [print_tensor:146]out(0): id[ 192] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.064594] D [setup_node:441]Setup node id[69] uid[147] op[ADD] name[Add_Add_96_147] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 188] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.025036] D [print_tensor:146]in(1) : id[ 192] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.064594] D [print_tensor:146]out(0): id[ 193] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.064732] D [setup_node:441]Setup node id[70] uid[133] op[CONCAT] name[Concat_Concat_100_133] D [print_tensor:146]in(0) : id[ 193] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.064732] D [print_tensor:146]in(1) : id[ 187] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.064732] D [print_tensor:146]out(0): id[ 194] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.064732] D [setup_node:441]Setup node id[71] uid[118] op[CONV2D] name[Conv_Conv_101_118] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 194] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.064732] D [print_tensor:146]in(1) : id[ 64] vtl[0] const[1] shape[ 1, 1, 512, 512 ] fmt[u8 ] qnt[ASM zp=127, scale=0.004496] D [print_tensor:146]in(2) : id[ 65] vtl[0] const[1] shape[ 512 ] fmt[i32] qnt[ASM zp= 0, scale=0.000291] D [print_tensor:146]out(0): id[ 195] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=127, scale=0.093586] D [setup_node:441]Setup node id[72] uid[107] op[SWISH] name[Sigmoid_Sigmoid_102_119_Mul_Mul_103_107] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 195] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=127, scale=0.093586] D [print_tensor:146]out(0): id[ 196] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047980] D [setup_node:441]Setup node id[73] uid[97] op[CONV2D] name[Conv_Conv_104_97] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 196] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047980] D [print_tensor:146]in(1) : id[ 66] vtl[0] const[1] shape[ 1, 1, 512, 256 ] fmt[u8 ] qnt[ASM zp=130, scale=0.003997] D [print_tensor:146]in(2) : id[ 67] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000192] D [print_tensor:146]out(0): id[ 197] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=111, scale=0.059499] D [setup_node:441]Setup node id[74] uid[94] op[SWISH] name[Sigmoid_Sigmoid_105_96_Mul_Mul_106_94] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 197] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=111, scale=0.059499] D [print_tensor:146]out(0): id[ 198] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [setup_node:441]Setup node id[75] uid[95] op[POOL] name[MaxPool_MaxPool_107_95] D [validate_op_io_types:165]Validate [POOL] D [print_tensor:146]in(0) : id[ 198] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]out(0): id[ 199] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [setup_node:441]Setup node id[76] uid[86] op[POOL] name[MaxPool_MaxPool_108_86] D [validate_op_io_types:165]Validate [POOL] D [print_tensor:146]in(0) : id[ 199] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]out(0): id[ 200] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [setup_node:441]Setup node id[77] uid[85] op[POOL] name[MaxPool_MaxPool_109_85] D [validate_op_io_types:165]Validate [POOL] D [print_tensor:146]in(0) : id[ 200] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]out(0): id[ 201] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [setup_node:441]Setup node id[78] uid[82] op[CONCAT] name[Concat_Concat_110_82] D [print_tensor:146]in(0) : id[ 198] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]in(1) : id[ 199] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]in(2) : id[ 200] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]in(3) : id[ 201] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]out(0): id[ 202] vtl[1] const[0] shape[ 20, 20, 1024, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [setup_node:441]Setup node id[79] uid[81] op[CONV2D] name[Conv_Conv_111_81] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 202] vtl[1] const[0] shape[ 20, 20, 1024, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]in(1) : id[ 68] vtl[0] const[1] shape[ 1, 1, 1024, 512 ] fmt[u8 ] qnt[ASM zp=117, scale=0.003520] D [print_tensor:146]in(2) : id[ 69] vtl[0] const[1] shape[ 512 ] fmt[i32] qnt[ASM zp= 0, scale=0.000122] D [print_tensor:146]out(0): id[ 203] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=151, scale=0.062573] D [setup_node:441]Setup node id[80] uid[64] op[SWISH] name[Sigmoid_Sigmoid_112_65_Mul_Mul_113_64] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 203] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=151, scale=0.062573] D [print_tensor:146]out(0): id[ 204] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 10, scale=0.026654] D [setup_node:441]Setup node id[81] uid[48] op[CONV2D] name[Conv_Conv_114_48] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 204] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 10, scale=0.026654] D [print_tensor:146]in(1) : id[ 70] vtl[0] const[1] shape[ 1, 1, 512, 256 ] fmt[u8 ] qnt[ASM zp=131, scale=0.009509] D [print_tensor:146]in(2) : id[ 71] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000253] D [print_tensor:146]out(0): id[ 205] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=129, scale=0.072229] D [setup_node:441]Setup node id[82] uid[36] op[SWISH] name[Sigmoid_Sigmoid_115_49_Mul_Mul_116_36] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 205] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=129, scale=0.072229] D [print_tensor:146]out(0): id[ 206] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [setup_node:441]Setup node id[83] uid[122] op[RESIZE] name[Resize_Resize_119_122] D [print_tensor:146]in(0) : id[ 206] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]out(0): id[ 207] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [setup_node:441]Setup node id[84] uid[110] op[CONCAT] name[Concat_Concat_120_110] D [print_tensor:146]in(0) : id[ 207] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 182] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]out(0): id[ 208] vtl[1] const[0] shape[ 40, 40, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [setup_node:441]Setup node id[85] uid[99] op[CONV2D] name[Conv_Conv_130_99] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 208] vtl[1] const[0] shape[ 40, 40, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 72] vtl[0] const[1] shape[ 1, 1, 512, 128 ] fmt[u8 ] qnt[ASM zp=149, scale=0.004487] D [print_tensor:146]in(2) : id[ 73] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000213] D [print_tensor:146]out(0): id[ 209] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=117, scale=0.072185] D [setup_node:441]Setup node id[86] uid[150] op[CONV2D] name[Conv_Conv_121_150] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 208] vtl[1] const[0] shape[ 40, 40, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 74] vtl[0] const[1] shape[ 1, 1, 512, 128 ] fmt[u8 ] qnt[ASM zp=131, scale=0.005529] D [print_tensor:146]in(2) : id[ 75] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000263] D [print_tensor:146]out(0): id[ 210] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=138, scale=0.059056] D [setup_node:441]Setup node id[87] uid[90] op[SWISH] name[Sigmoid_Sigmoid_131_100_Mul_Mul_132_90] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 209] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=117, scale=0.072185] D [print_tensor:146]out(0): id[ 211] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.040014] D [setup_node:441]Setup node id[88] uid[136] op[SWISH] name[Sigmoid_Sigmoid_122_137_Mul_Mul_123_136] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 210] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=138, scale=0.059056] D [print_tensor:146]out(0): id[ 212] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 10, scale=0.028186] D [setup_node:441]Setup node id[89] uid[135] op[CONV2D] name[Conv_Conv_124_135] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 212] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 10, scale=0.028186] D [print_tensor:146]in(1) : id[ 76] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=129, scale=0.008401] D [print_tensor:146]in(2) : id[ 77] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000237] D [print_tensor:146]out(0): id[ 213] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=131, scale=0.060675] D [setup_node:441]Setup node id[90] uid[120] op[SWISH] name[Sigmoid_Sigmoid_125_121_Mul_Mul_126_120] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 213] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=131, scale=0.060675] D [print_tensor:146]out(0): id[ 214] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.030555] D [setup_node:441]Setup node id[91] uid[108] op[CONV2D] name[Conv_Conv_127_108] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 214] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.030555] D [print_tensor:146]in(1) : id[ 78] vtl[0] const[1] shape[ 3, 3, 128, 128 ] fmt[u8 ] qnt[ASM zp=125, scale=0.004664] D [print_tensor:146]in(2) : id[ 79] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000143] D [print_tensor:146]out(0): id[ 215] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=136, scale=0.066953] D [setup_node:441]Setup node id[92] uid[98] op[SWISH] name[Sigmoid_Sigmoid_128_109_Mul_Mul_129_98] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 215] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=136, scale=0.066953] D [print_tensor:146]out(0): id[ 216] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.040014] D [setup_node:441]Setup node id[93] uid[88] op[CONCAT] name[Concat_Concat_133_88] D [print_tensor:146]in(0) : id[ 216] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.040014] D [print_tensor:146]in(1) : id[ 211] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.040014] D [print_tensor:146]out(0): id[ 217] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.040014] D [setup_node:441]Setup node id[94] uid[87] op[CONV2D] name[Conv_Conv_134_87] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 217] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.040014] D [print_tensor:146]in(1) : id[ 80] vtl[0] const[1] shape[ 1, 1, 256, 256 ] fmt[u8 ] qnt[ASM zp=114, scale=0.007696] D [print_tensor:146]in(2) : id[ 81] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000308] D [print_tensor:146]out(0): id[ 218] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=136, scale=0.099875] D [setup_node:441]Setup node id[95] uid[70] op[SWISH] name[Sigmoid_Sigmoid_135_71_Mul_Mul_136_70] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 218] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=136, scale=0.099875] D [print_tensor:146]out(0): id[ 219] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047829] D [setup_node:441]Setup node id[96] uid[53] op[CONV2D] name[Conv_Conv_137_53] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 219] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047829] D [print_tensor:146]in(1) : id[ 82] vtl[0] const[1] shape[ 1, 1, 256, 128 ] fmt[u8 ] qnt[ASM zp=127, scale=0.005902] D [print_tensor:146]in(2) : id[ 83] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000282] D [print_tensor:146]out(0): id[ 220] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=115, scale=0.065202] D [setup_node:441]Setup node id[97] uid[40] op[SWISH] name[Sigmoid_Sigmoid_138_54_Mul_Mul_139_40] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 220] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=115, scale=0.065202] D [print_tensor:146]out(0): id[ 221] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [setup_node:441]Setup node id[98] uid[57] op[RESIZE] name[Resize_Resize_142_57] D [print_tensor:146]in(0) : id[ 221] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]out(0): id[ 222] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [setup_node:441]Setup node id[99] uid[43] op[CONCAT] name[Concat_Concat_143_43] D [print_tensor:146]in(0) : id[ 222] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 158] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]out(0): id[ 223] vtl[1] const[0] shape[ 80, 80, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [setup_node:441]Setup node id[100] uid[31] op[CONV2D] name[Conv_Conv_153_31] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 223] vtl[1] const[0] shape[ 80, 80, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 84] vtl[0] const[1] shape[ 1, 1, 256, 64 ] fmt[u8 ] qnt[ASM zp= 96, scale=0.005084] D [print_tensor:146]in(2) : id[ 85] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000358] D [print_tensor:146]out(0): id[ 224] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=109, scale=0.056246] D [setup_node:441]Setup node id[101] uid[89] op[CONV2D] name[Conv_Conv_144_89] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 223] vtl[1] const[0] shape[ 80, 80, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 86] vtl[0] const[1] shape[ 1, 1, 256, 64 ] fmt[u8 ] qnt[ASM zp=126, scale=0.004772] D [print_tensor:146]in(2) : id[ 87] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000336] D [print_tensor:146]out(0): id[ 225] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=170, scale=0.050592] D [setup_node:441]Setup node id[102] uid[23] op[SWISH] name[Sigmoid_Sigmoid_154_32_Mul_Mul_155_23] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 224] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=109, scale=0.056246] D [print_tensor:146]out(0): id[ 226] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.053378] D [setup_node:441]Setup node id[103] uid[73] op[SWISH] name[Sigmoid_Sigmoid_145_74_Mul_Mul_146_73] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 225] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=170, scale=0.050592] D [print_tensor:146]out(0): id[ 227] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 16, scale=0.017681] D [setup_node:441]Setup node id[104] uid[72] op[CONV2D] name[Conv_Conv_147_72] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 227] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 16, scale=0.017681] D [print_tensor:146]in(1) : id[ 88] vtl[0] const[1] shape[ 1, 1, 64, 64 ] fmt[u8 ] qnt[ASM zp=148, scale=0.012021] D [print_tensor:146]in(2) : id[ 89] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000213] D [print_tensor:146]out(0): id[ 228] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=150, scale=0.043881] D [setup_node:441]Setup node id[105] uid[55] op[SWISH] name[Sigmoid_Sigmoid_148_56_Mul_Mul_149_55] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 228] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=150, scale=0.043881] D [print_tensor:146]out(0): id[ 229] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 15, scale=0.018917] D [setup_node:441]Setup node id[106] uid[41] op[CONV2D] name[Conv_Conv_150_41] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 229] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 15, scale=0.018917] D [print_tensor:146]in(1) : id[ 90] vtl[0] const[1] shape[ 3, 3, 64, 64 ] fmt[u8 ] qnt[ASM zp=172, scale=0.011055] D [print_tensor:146]in(2) : id[ 91] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000209] D [print_tensor:146]out(0): id[ 230] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=147, scale=0.123599] D [setup_node:441]Setup node id[107] uid[30] op[SWISH] name[Sigmoid_Sigmoid_151_42_Mul_Mul_152_30] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 230] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=147, scale=0.123599] D [print_tensor:146]out(0): id[ 231] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.053378] D [setup_node:441]Setup node id[108] uid[22] op[CONCAT] name[Concat_Concat_156_22] D [print_tensor:146]in(0) : id[ 231] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.053378] D [print_tensor:146]in(1) : id[ 226] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.053378] D [print_tensor:146]out(0): id[ 232] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.053378] D [setup_node:441]Setup node id[109] uid[16] op[CONV2D] name[Conv_Conv_157_16] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 232] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.053378] D [print_tensor:146]in(1) : id[ 92] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=119, scale=0.017043] D [print_tensor:146]in(2) : id[ 93] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000910] D [print_tensor:146]out(0): id[ 233] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp=141, scale=0.164162] D [setup_node:441]Setup node id[110] uid[11] op[SWISH] name[Sigmoid_Sigmoid_158_17_Mul_Mul_159_11] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 233] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp=141, scale=0.164162] D [print_tensor:146]out(0): id[ 234] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.074469] D [setup_node:441]Setup node id[111] uid[8] op[CONV2D] name[Conv_Conv_200_8] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 234] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.074469] D [print_tensor:146]in(1) : id[ 94] vtl[0] const[1] shape[ 1, 1, 128, 24 ] fmt[u8 ] qnt[ASM zp= 94, scale=0.003433] D [print_tensor:146]in(2) : id[ 95] vtl[0] const[1] shape[ 24 ] fmt[i32] qnt[ASM zp= 0, scale=0.000256] D [print_tensor:146]out(0): id[ 235] vtl[1] const[0] shape[ 80, 80, 24, 1 ] fmt[u8 ] qnt[ASM zp=148, scale=0.042549] D [setup_node:441]Setup node id[112] uid[68] op[CONV2D] name[Conv_Conv_160_68] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 234] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.074469] D [print_tensor:146]in(1) : id[ 96] vtl[0] const[1] shape[ 3, 3, 128, 128 ] fmt[u8 ] qnt[ASM zp=109, scale=0.002115] D [print_tensor:146]in(2) : id[ 97] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000157] D [print_tensor:146]out(0): id[ 236] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 83, scale=0.102934] D [setup_node:441]Setup node id[113] uid[5] op[SIGMOID] name[Sigmoid_Sigmoid_201_5] D [validate_op_io_types:165]Validate [RSQRT] D [print_tensor:146]in(0) : id[ 235] vtl[1] const[0] shape[ 80, 80, 24, 1 ] fmt[u8 ] qnt[ASM zp=148, scale=0.042549] D [print_tensor:146]out(0): id[ 0] vtl[0] const[0] shape[ 80, 80, 24, 1 ] fmt[u8 ] qnt[ASM zp= 0, scale=0.003881] D [setup_node:441]Setup node id[114] uid[52] op[SWISH] name[Sigmoid_Sigmoid_161_69_Mul_Mul_162_52] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 236] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 83, scale=0.102934] D [print_tensor:146]out(0): id[ 237] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [setup_node:441]Setup node id[115] uid[39] op[CONCAT] name[Concat_Concat_163_39] D [print_tensor:146]in(0) : id[ 237] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 221] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]out(0): id[ 238] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [setup_node:441]Setup node id[116] uid[28] op[CONV2D] name[Conv_Conv_173_28] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 238] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 98] vtl[0] const[1] shape[ 1, 1, 256, 128 ] fmt[u8 ] qnt[ASM zp=160, scale=0.006986] D [print_tensor:146]in(2) : id[ 99] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000492] D [print_tensor:146]out(0): id[ 239] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 50, scale=0.147667] D [setup_node:441]Setup node id[117] uid[83] op[CONV2D] name[Conv_Conv_164_83] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 238] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 100] vtl[0] const[1] shape[ 1, 1, 256, 128 ] fmt[u8 ] qnt[ASM zp=136, scale=0.006655] D [print_tensor:146]in(2) : id[ 101] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000468] D [print_tensor:146]out(0): id[ 240] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=141, scale=0.067537] D [setup_node:441]Setup node id[118] uid[21] op[SWISH] name[Sigmoid_Sigmoid_174_29_Mul_Mul_175_21] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 239] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 50, scale=0.147667] D [print_tensor:146]out(0): id[ 241] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.119646] D [setup_node:441]Setup node id[119] uid[67] op[SWISH] name[Sigmoid_Sigmoid_165_84_Mul_Mul_166_67] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 240] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=141, scale=0.067537] D [print_tensor:146]out(0): id[ 242] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.031204] D [setup_node:441]Setup node id[120] uid[66] op[CONV2D] name[Conv_Conv_167_66] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 242] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.031204] D [print_tensor:146]in(1) : id[ 102] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=154, scale=0.007316] D [print_tensor:146]in(2) : id[ 103] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000228] D [print_tensor:146]out(0): id[ 243] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=155, scale=0.060185] D [setup_node:441]Setup node id[121] uid[50] op[SWISH] name[Sigmoid_Sigmoid_168_51_Mul_Mul_169_50] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 243] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=155, scale=0.060185] D [print_tensor:146]out(0): id[ 244] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.024527] D [setup_node:441]Setup node id[122] uid[37] op[CONV2D] name[Conv_Conv_170_37] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 244] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.024527] D [print_tensor:146]in(1) : id[ 104] vtl[0] const[1] shape[ 3, 3, 128, 128 ] fmt[u8 ] qnt[ASM zp=138, scale=0.008290] D [print_tensor:146]in(2) : id[ 105] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000203] D [print_tensor:146]out(0): id[ 245] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=131, scale=0.098296] D [setup_node:441]Setup node id[123] uid[27] op[SWISH] name[Sigmoid_Sigmoid_171_38_Mul_Mul_172_27] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 245] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=131, scale=0.098296] D [print_tensor:146]out(0): id[ 246] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.119646] D [setup_node:441]Setup node id[124] uid[20] op[CONCAT] name[Concat_Concat_176_20] D [print_tensor:146]in(0) : id[ 246] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.119646] D [print_tensor:146]in(1) : id[ 241] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.119646] D [print_tensor:146]out(0): id[ 247] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.119646] D [setup_node:441]Setup node id[125] uid[14] op[CONV2D] name[Conv_Conv_177_14] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 247] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.119646] D [print_tensor:146]in(1) : id[ 106] vtl[0] const[1] shape[ 1, 1, 256, 256 ] fmt[u8 ] qnt[ASM zp=103, scale=0.014103] D [print_tensor:146]in(2) : id[ 107] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.001687] D [print_tensor:146]out(0): id[ 248] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=158, scale=0.191893] D [setup_node:441]Setup node id[126] uid[10] op[SWISH] name[Sigmoid_Sigmoid_178_15_Mul_Mul_179_10] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 248] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=158, scale=0.191893] D [print_tensor:146]out(0): id[ 249] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.073989] D [setup_node:441]Setup node id[127] uid[7] op[CONV2D] name[Conv_Conv_202_7] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 249] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.073989] D [print_tensor:146]in(1) : id[ 108] vtl[0] const[1] shape[ 1, 1, 256, 24 ] fmt[u8 ] qnt[ASM zp= 95, scale=0.002795] D [print_tensor:146]in(2) : id[ 109] vtl[0] const[1] shape[ 24 ] fmt[i32] qnt[ASM zp= 0, scale=0.000207] D [print_tensor:146]out(0): id[ 250] vtl[1] const[0] shape[ 40, 40, 24, 1 ] fmt[u8 ] qnt[ASM zp=154, scale=0.041031] D [setup_node:441]Setup node id[128] uid[62] op[CONV2D] name[Conv_Conv_180_62] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 249] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.073989] D [print_tensor:146]in(1) : id[ 110] vtl[0] const[1] shape[ 3, 3, 256, 256 ] fmt[u8 ] qnt[ASM zp=121, scale=0.002813] D [print_tensor:146]in(2) : id[ 111] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000208] D [print_tensor:146]out(0): id[ 251] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=113, scale=0.083276] D [setup_node:441]Setup node id[129] uid[4] op[SIGMOID] name[Sigmoid_Sigmoid_203_4] D [validate_op_io_types:165]Validate [RSQRT] D [print_tensor:146]in(0) : id[ 250] vtl[1] const[0] shape[ 40, 40, 24, 1 ] fmt[u8 ] qnt[ASM zp=154, scale=0.041031] D [print_tensor:146]out(0): id[ 1] vtl[0] const[0] shape[ 40, 40, 24, 1 ] fmt[u8 ] qnt[ASM zp= 0, scale=0.003861] D [setup_node:441]Setup node id[130] uid[47] op[SWISH] name[Sigmoid_Sigmoid_181_63_Mul_Mul_182_47] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 251] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=113, scale=0.083276] D [print_tensor:146]out(0): id[ 252] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [setup_node:441]Setup node id[131] uid[35] op[CONCAT] name[Concat_Concat_183_35] D [print_tensor:146]in(0) : id[ 252] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 206] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]out(0): id[ 253] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [setup_node:441]Setup node id[132] uid[25] op[CONV2D] name[Conv_Conv_193_25] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 253] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 112] vtl[0] const[1] shape[ 1, 1, 512, 256 ] fmt[u8 ] qnt[ASM zp=124, scale=0.004172] D [print_tensor:146]in(2) : id[ 113] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000198] D [print_tensor:146]out(0): id[ 254] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=121, scale=0.081630] D [setup_node:441]Setup node id[133] uid[77] op[CONV2D] name[Conv_Conv_184_77] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 253] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 114] vtl[0] const[1] shape[ 1, 1, 512, 256 ] fmt[u8 ] qnt[ASM zp=142, scale=0.006283] D [print_tensor:146]in(2) : id[ 115] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000298] D [print_tensor:146]out(0): id[ 255] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=121, scale=0.092349] D [setup_node:441]Setup node id[134] uid[19] op[SWISH] name[Sigmoid_Sigmoid_194_26_Mul_Mul_195_19] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 254] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=121, scale=0.081630] D [print_tensor:146]out(0): id[ 256] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.067189] D [setup_node:441]Setup node id[135] uid[61] op[SWISH] name[Sigmoid_Sigmoid_185_78_Mul_Mul_186_61] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 255] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=121, scale=0.092349] D [print_tensor:146]out(0): id[ 257] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.049586] D [setup_node:441]Setup node id[136] uid[60] op[CONV2D] name[Conv_Conv_187_60] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 257] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.049586] D [print_tensor:146]in(1) : id[ 116] vtl[0] const[1] shape[ 1, 1, 256, 256 ] fmt[u8 ] qnt[ASM zp=174, scale=0.008063] D [print_tensor:146]in(2) : id[ 117] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000400] D [print_tensor:146]out(0): id[ 258] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=130, scale=0.096658] D [setup_node:441]Setup node id[137] uid[45] op[SWISH] name[Sigmoid_Sigmoid_188_46_Mul_Mul_189_45] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 258] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=130, scale=0.096658] D [print_tensor:146]out(0): id[ 259] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048539] D [setup_node:441]Setup node id[138] uid[33] op[CONV2D] name[Conv_Conv_190_33] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 259] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048539] D [print_tensor:146]in(1) : id[ 118] vtl[0] const[1] shape[ 3, 3, 256, 256 ] fmt[u8 ] qnt[ASM zp=155, scale=0.005565] D [print_tensor:146]in(2) : id[ 119] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000270] D [print_tensor:146]out(0): id[ 260] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=128, scale=0.132880] D [setup_node:441]Setup node id[139] uid[24] op[SWISH] name[Sigmoid_Sigmoid_191_34_Mul_Mul_192_24] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 260] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=128, scale=0.132880] D [print_tensor:146]out(0): id[ 261] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.067189] D [setup_node:441]Setup node id[140] uid[18] op[CONCAT] name[Concat_Concat_196_18] D [print_tensor:146]in(0) : id[ 261] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.067189] D [print_tensor:146]in(1) : id[ 256] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.067189] D [print_tensor:146]out(0): id[ 262] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.067189] D [setup_node:441]Setup node id[141] uid[12] op[CONV2D] name[Conv_Conv_197_12] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 262] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.067189] D [print_tensor:146]in(1) : id[ 120] vtl[0] const[1] shape[ 1, 1, 512, 512 ] fmt[u8 ] qnt[ASM zp=175, scale=0.006591] D [print_tensor:146]in(2) : id[ 121] vtl[0] const[1] shape[ 512 ] fmt[i32] qnt[ASM zp= 0, scale=0.000443] D [print_tensor:146]out(0): id[ 263] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=148, scale=0.128510] D [setup_node:441]Setup node id[142] uid[9] op[SWISH] name[Sigmoid_Sigmoid_198_13_Mul_Mul_199_9] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 263] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=148, scale=0.128510] D [print_tensor:146]out(0): id[ 264] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.054928] D [setup_node:441]Setup node id[143] uid[6] op[CONV2D] name[Conv_Conv_204_6] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 264] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.054928] D [print_tensor:146]in(1) : id[ 122] vtl[0] const[1] shape[ 1, 1, 512, 24 ] fmt[u8 ] qnt[ASM zp=115, scale=0.001869] D [print_tensor:146]in(2) : id[ 123] vtl[0] const[1] shape[ 24 ] fmt[i32] qnt[ASM zp= 0, scale=0.000103] D [print_tensor:146]out(0): id[ 265] vtl[1] const[0] shape[ 20, 20, 24, 1 ] fmt[u8 ] qnt[ASM zp=135, scale=0.046557] D [setup_node:441]Setup node id[144] uid[3] op[SIGMOID] name[Sigmoid_Sigmoid_205_3] D [validate_op_io_types:165]Validate [RSQRT] D [print_tensor:146]in(0) : id[ 265] vtl[1] const[0] shape[ 20, 20, 24, 1 ] fmt[u8 ] qnt[ASM zp=135, scale=0.046557] D [print_tensor:146]out(0): id[ 2] vtl[0] const[0] shape[ 20, 20, 24, 1 ] fmt[u8 ] qnt[ASM zp= 0, scale=0.003907] D [optimize_node:385]Backward optimize neural network D [op_optimize:437]Optimize CONCAT, uid 18 D [op_optimize:437]Optimize CONCAT, uid 35 D [op_optimize:437]Optimize CONCAT, uid 20 D [op_optimize:437]Optimize CONCAT, uid 39 D [op_optimize:437]Optimize CONCAT, uid 22 D [op_optimize:437]Optimize CONCAT, uid 43 D [op_optimize:437]Optimize CONCAT, uid 88 D [op_optimize:437]Optimize CONCAT, uid 110 D [op_optimize:437]Optimize CONCAT, uid 82 D [op_optimize:437]Optimize CONCAT, uid 133 D [op_optimize:437]Optimize CONCAT, uid 138 D [op_optimize:437]Optimize CONCAT, uid 75 D [op_optimize:437]Optimize CONCAT, uid 131 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] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[2] "CONV2D" ... D [compute_node:350]Instance node[3] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[4] "CONV2D" ... D [compute_node:350]Instance node[5] "CONV2D" ... D [compute_node:350]Instance node[6] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[7] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[8] "CONV2D" ... D [compute_node:350]Instance node[9] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[10] "CONV2D" ... D [compute_node:350]Instance node[11] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[12] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[13] "CONCAT" ... D [compute_node:350]Instance node[14] "CONV2D" ... D [compute_node:350]Instance node[15] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[16] "CONV2D" ... D [compute_node:350]Instance node[17] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[18] "CONV2D" ... D [compute_node:350]Instance node[19] "CONV2D" ... D [compute_node:350]Instance node[20] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[21] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[22] "CONV2D" ... D [compute_node:350]Instance node[23] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[24] "CONV2D" ... D [compute_node:350]Instance node[25] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[26] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[27] "CONV2D" ... D [compute_node:350]Instance node[28] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[29] "CONV2D" ... D [compute_node:350]Instance node[30] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[31] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[32] "CONCAT" ... D [compute_node:350]Instance node[33] "CONV2D" ... D [compute_node:350]Instance node[34] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[35] "CONV2D" ... D [compute_node:350]Instance node[36] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[37] "CONV2D" ... D [compute_node:350]Instance node[38] "CONV2D" ... D [compute_node:350]Instance node[39] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[40] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[41] "CONV2D" ... D [compute_node:350]Instance node[42] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[43] "CONV2D" ... D [compute_node:350]Instance node[44] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[45] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[46] "CONV2D" ... D [compute_node:350]Instance node[47] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[48] "CONV2D" ... D [compute_node:350]Instance node[49] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[50] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[51] "CONV2D" ... D [compute_node:350]Instance node[52] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[53] "CONV2D" ... D [compute_node:350]Instance node[54] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[55] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[56] "CONCAT" ... D [compute_node:350]Instance node[57] "CONV2D" ... D [compute_node:350]Instance node[58] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[59] "CONV2D" ... D [compute_node:350]Instance node[60] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[61] "CONV2D" ... D [compute_node:350]Instance node[62] "CONV2D" ... D [compute_node:350]Instance node[63] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[64] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[65] "CONV2D" ... D [compute_node:350]Instance node[66] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[67] "CONV2D" ... D [compute_node:350]Instance node[68] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[69] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[70] "CONCAT" ... D [compute_node:350]Instance node[71] "CONV2D" ... D [compute_node:350]Instance node[72] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[73] "CONV2D" ... D [compute_node:350]Instance node[74] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[75] "POOL" ... D [compute_node:350]Instance node[76] "POOL" ... D [compute_node:350]Instance node[77] "POOL" ... D [compute_node:350]Instance node[78] "CONCAT" ... D [compute_node:350]Instance node[79] "CONV2D" ... D [compute_node:350]Instance node[80] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[81] "CONV2D" ... D [compute_node:350]Instance node[82] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[83] "RESIZE" ... D [compute_node:350]Instance node[84] "CONCAT" ... D [compute_node:350]Instance node[85] "CONV2D" ... D [compute_node:350]Instance node[86] "CONV2D" ... D [compute_node:350]Instance node[87] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[88] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[89] "CONV2D" ... D [compute_node:350]Instance node[90] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[91] "CONV2D" ... D [compute_node:350]Instance node[92] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[93] "CONCAT" ... D [compute_node:350]Instance node[94] "CONV2D" ... D [compute_node:350]Instance node[95] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[96] "CONV2D" ... D [compute_node:350]Instance node[97] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[98] "RESIZE" ... D [compute_node:350]Instance node[99] "CONCAT" ... D [compute_node:350]Instance node[100] "CONV2D" ... D [compute_node:350]Instance node[101] "CONV2D" ... D [compute_node:350]Instance node[102] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[103] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[104] "CONV2D" ... D [compute_node:350]Instance node[105] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[106] "CONV2D" ... D [compute_node:350]Instance node[107] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[108] "CONCAT" ... D [compute_node:350]Instance node[109] "CONV2D" ... D [compute_node:350]Instance node[110] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[111] "CONV2D" ... D [compute_node:350]Instance node[112] "CONV2D" ... D [compute_node:350]Instance node[113] "SIGMOID" ... D [compute_node:350]Instance node[114] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[115] "CONCAT" ... D [compute_node:350]Instance node[116] "CONV2D" ... D [compute_node:350]Instance node[117] "CONV2D" ... D [compute_node:350]Instance node[118] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[119] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[120] "CONV2D" ... D [compute_node:350]Instance node[121] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[122] "CONV2D" ... D [compute_node:350]Instance node[123] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[124] "CONCAT" ... D [compute_node:350]Instance node[125] "CONV2D" ... D [compute_node:350]Instance node[126] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[127] "CONV2D" ... D [compute_node:350]Instance node[128] "CONV2D" ... D [compute_node:350]Instance node[129] "SIGMOID" ... D [compute_node:350]Instance node[130] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[131] "CONCAT" ... D [compute_node:350]Instance node[132] "CONV2D" ... D [compute_node:350]Instance node[133] "CONV2D" ... D [compute_node:350]Instance node[134] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[135] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[136] "CONV2D" ... D [compute_node:350]Instance node[137] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[138] "CONV2D" ... D [compute_node:350]Instance node[139] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[140] "CONCAT" ... D [compute_node:350]Instance node[141] "CONV2D" ... D [compute_node:350]Instance node[142] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[143] "CONV2D" ... D [compute_node:350]Instance node[144] "SIGMOID" ... librknn_runtime version 1.7.5 (ccb93f1 build: 2023-07-18 10:56:29 base: 1131) D [vnn_CreateRKNN:5867]current chip platform = RK1109

D [set_chip_platform_env:229]evaluate model on RV1126 I [vnn_CreateRKNN:6121]rknn model optimization_level=3 I [vnn_CreateRKNN:6143]output_fmt=0 I [rknn_CreateGraph:478]OVXLIB_VERSION==1.1.31 I [setup_client_ops:5587]setup_client_ops num=0 I [setup_client_ops:5712]setup_client_ops finish I [register_client_ops:5731]register_client_ops num=0 I [register_client_ops:5749]register_client_ops finish I [vnn_CreateRKNN:6268]Norm tensor initialize D [setup_norm_tensor:5042]tensor id=0, name=Sigmoid_Sigmoid_201/out0_0, opt = 0, attr.opt =0

D [setup_norm_tensor:5042]tensor id=1, name=Sigmoid_Sigmoid_203/out0_1, opt = 0, attr.opt =0

D [setup_norm_tensor:5042]tensor id=2, name=Sigmoid_Sigmoid_205/out0_2, opt = 0, attr.opt =0

D [setup_norm_tensor:5042]tensor id=3, name=images_205, opt = 0, attr.opt =0

I [vnn_CreateRKNN:6283]Const tensor initialize I [vnn_CreateRKNN:6298]Virtual tensor initialize I [vnn_CreateRKNN:6310]Connection initialize I [vnn_CreateRKNN:6320]graph io initialize D [setup_node:441]Setup node id[0] uid[190] op[CONV2D] name[Conv_Conv_0_190] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 3] vtl[0] const[0] shape[ 640, 640, 3, 1 ] fmt[u8 ] qnt[ASM zp= 0, scale=0.003922] D [print_tensor:146]in(1) : id[ 4] vtl[0] const[1] shape[ 6, 6, 3, 32 ] fmt[u8 ] qnt[ASM zp=131, scale=0.070797] D [print_tensor:146]in(2) : id[ 5] vtl[0] const[1] shape[ 32 ] fmt[i32] qnt[ASM zp= 0, scale=0.000278] D [print_tensor:146]out(0): id[ 124] vtl[1] const[0] shape[ 320, 320, 32, 1 ] fmt[u8 ] qnt[ASM zp=114, scale=0.372413] D [setup_node:441]Setup node id[1] uid[175] op[SWISH] name[Sigmoid_Sigmoid_1_191_Mul_Mul_2_175] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 124] vtl[1] const[0] shape[ 320, 320, 32, 1 ] fmt[u8 ] qnt[ASM zp=114, scale=0.372413] D [print_tensor:146]out(0): id[ 125] vtl[1] const[0] shape[ 320, 320, 32, 1 ] fmt[u8 ] qnt[ASM zp= 1, scale=0.207347] D [setup_node:441]Setup node id[2] uid[174] op[CONV2D] name[Conv_Conv_3_174] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 125] vtl[1] const[0] shape[ 320, 320, 32, 1 ] fmt[u8 ] qnt[ASM zp= 1, scale=0.207347] D [print_tensor:146]in(1) : id[ 6] vtl[0] const[1] shape[ 3, 3, 32, 64 ] fmt[u8 ] qnt[ASM zp=142, scale=0.007738] D [print_tensor:146]in(2) : id[ 7] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.001604] D [print_tensor:146]out(0): id[ 126] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp=130, scale=0.753578] D [setup_node:441]Setup node id[3] uid[159] op[SWISH] name[Sigmoid_Sigmoid_4_160_Mul_Mul_5_159] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 126] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp=130, scale=0.753578] D [print_tensor:146]out(0): id[ 127] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 1, scale=0.371924] D [setup_node:441]Setup node id[4] uid[145] op[CONV2D] name[Conv_Conv_16_145] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 127] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 1, scale=0.371924] D [print_tensor:146]in(1) : id[ 8] vtl[0] const[1] shape[ 1, 1, 64, 32 ] fmt[u8 ] qnt[ASM zp=176, scale=0.007201] D [print_tensor:146]in(2) : id[ 9] vtl[0] const[1] shape[ 32 ] fmt[i32] qnt[ASM zp= 0, scale=0.002678] D [print_tensor:146]out(0): id[ 128] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=183, scale=0.722165] D [setup_node:441]Setup node id[5] uid[170] op[CONV2D] name[Conv_Conv_6_170] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 127] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 1, scale=0.371924] D [print_tensor:146]in(1) : id[ 10] vtl[0] const[1] shape[ 1, 1, 64, 32 ] fmt[u8 ] qnt[ASM zp=170, scale=0.003152] D [print_tensor:146]in(2) : id[ 11] vtl[0] const[1] shape[ 32 ] fmt[i32] qnt[ASM zp= 0, scale=0.001172] D [print_tensor:146]out(0): id[ 129] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=178, scale=0.249866] D [setup_node:441]Setup node id[6] uid[132] op[SWISH] name[Sigmoid_Sigmoid_17_146_Mul_Mul_18_132] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 128] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=183, scale=0.722165] D [print_tensor:146]out(0): id[ 130] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 3, scale=0.206818] D [setup_node:441]Setup node id[7] uid[157] op[SWISH] name[Sigmoid_Sigmoid_7_171_Mul_Mul_8_157] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 129] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=178, scale=0.249866] D [print_tensor:146]out(0): id[ 131] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.076973] D [setup_node:441]Setup node id[8] uid[192] op[CONV2D] name[Conv_Conv_9_192] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 131] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.076973] D [print_tensor:146]in(1) : id[ 12] vtl[0] const[1] shape[ 1, 1, 32, 32 ] fmt[u8 ] qnt[ASM zp=163, scale=0.018862] D [print_tensor:146]in(2) : id[ 13] vtl[0] const[1] shape[ 32 ] fmt[i32] qnt[ASM zp= 0, scale=0.001452] D [print_tensor:146]out(0): id[ 132] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=195, scale=0.199908] D [setup_node:441]Setup node id[9] uid[188] op[SWISH] name[Sigmoid_Sigmoid_10_189_Mul_Mul_11_188] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 132] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=195, scale=0.199908] D [print_tensor:146]out(0): id[ 133] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048285] D [setup_node:441]Setup node id[10] uid[172] op[CONV2D] name[Conv_Conv_12_172] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 133] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048285] D [print_tensor:146]in(1) : id[ 14] vtl[0] const[1] shape[ 3, 3, 32, 32 ] fmt[u8 ] qnt[ASM zp=121, scale=0.013295] D [print_tensor:146]in(2) : id[ 15] vtl[0] const[1] shape[ 32 ] fmt[i32] qnt[ASM zp= 0, scale=0.000642] D [print_tensor:146]out(0): id[ 134] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=124, scale=0.217534] D [setup_node:441]Setup node id[11] uid[158] op[SWISH] name[Sigmoid_Sigmoid_13_173_Mul_Mul_14_158] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 134] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp=124, scale=0.217534] D [print_tensor:146]out(0): id[ 135] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.112982] D [setup_node:441]Setup node id[12] uid[144] op[ADD] name[Add_Add_15_144] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 131] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.076973] D [print_tensor:146]in(1) : id[ 135] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.112982] D [print_tensor:146]out(0): id[ 136] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 3, scale=0.206818] D [setup_node:441]Setup node id[13] uid[131] op[CONCAT] name[Concat_Concat_19_131] D [print_tensor:146]in(0) : id[ 136] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 3, scale=0.206818] D [print_tensor:146]in(1) : id[ 130] vtl[1] const[0] shape[ 160, 160, 32, 1 ] fmt[u8 ] qnt[ASM zp= 3, scale=0.206818] D [print_tensor:146]out(0): id[ 137] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 3, scale=0.206818] D [setup_node:441]Setup node id[14] uid[116] op[CONV2D] name[Conv_Conv_20_116] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 137] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 3, scale=0.206818] D [print_tensor:146]in(1) : id[ 16] vtl[0] const[1] shape[ 1, 1, 64, 64 ] fmt[u8 ] qnt[ASM zp=141, scale=0.005589] D [print_tensor:146]in(2) : id[ 17] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.001156] D [print_tensor:146]out(0): id[ 138] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp=161, scale=0.175178] D [setup_node:441]Setup node id[15] uid[106] op[SWISH] name[Sigmoid_Sigmoid_21_117_Mul_Mul_22_106] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 138] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp=161, scale=0.175178] D [print_tensor:146]out(0): id[ 139] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.065713] D [setup_node:441]Setup node id[16] uid[104] op[CONV2D] name[Conv_Conv_23_104] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 139] vtl[1] const[0] shape[ 160, 160, 64, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.065713] D [print_tensor:146]in(1) : id[ 18] vtl[0] const[1] shape[ 3, 3, 64, 128 ] fmt[u8 ] qnt[ASM zp=121, scale=0.002588] D [print_tensor:146]in(2) : id[ 19] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000170] D [print_tensor:146]out(0): id[ 140] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp=171, scale=0.090111] D [setup_node:441]Setup node id[17] uid[93] op[SWISH] name[Sigmoid_Sigmoid_24_105_Mul_Mul_25_93] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 140] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp=171, scale=0.090111] D [print_tensor:146]out(0): id[ 141] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.030701] D [setup_node:441]Setup node id[18] uid[80] op[CONV2D] name[Conv_Conv_43_80] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 141] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.030701] D [print_tensor:146]in(1) : id[ 20] vtl[0] const[1] shape[ 1, 1, 128, 64 ] fmt[u8 ] qnt[ASM zp=124, scale=0.010764] D [print_tensor:146]in(2) : id[ 21] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000330] D [print_tensor:146]out(0): id[ 142] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=146, scale=0.076641] D [setup_node:441]Setup node id[19] uid[125] op[CONV2D] name[Conv_Conv_26_125] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 141] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.030701] D [print_tensor:146]in(1) : id[ 22] vtl[0] const[1] shape[ 1, 1, 128, 64 ] fmt[u8 ] qnt[ASM zp=166, scale=0.003562] D [print_tensor:146]in(2) : id[ 23] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000109] D [print_tensor:146]out(0): id[ 143] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=178, scale=0.036697] D [setup_node:441]Setup node id[20] uid[76] op[SWISH] name[Sigmoid_Sigmoid_44_79_Mul_Mul_45_76] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 142] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=146, scale=0.076641] D [print_tensor:146]out(0): id[ 144] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.042961] D [setup_node:441]Setup node id[21] uid[112] op[SWISH] name[Sigmoid_Sigmoid_27_126_Mul_Mul_28_112] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 143] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=178, scale=0.036697] D [print_tensor:146]out(0): id[ 145] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 24, scale=0.011626] D [setup_node:441]Setup node id[22] uid[142] op[CONV2D] name[Conv_Conv_29_142] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 145] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 24, scale=0.011626] D [print_tensor:146]in(1) : id[ 24] vtl[0] const[1] shape[ 1, 1, 64, 64 ] fmt[u8 ] qnt[ASM zp=121, scale=0.017632] D [print_tensor:146]in(2) : id[ 25] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000205] D [print_tensor:146]out(0): id[ 146] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=137, scale=0.055454] D [setup_node:441]Setup node id[23] uid[130] op[SWISH] name[Sigmoid_Sigmoid_30_143_Mul_Mul_31_130] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 146] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=137, scale=0.055454] D [print_tensor:146]out(0): id[ 147] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 10, scale=0.026718] D [setup_node:441]Setup node id[24] uid[127] op[CONV2D] name[Conv_Conv_32_127] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 147] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 10, scale=0.026718] D [print_tensor:146]in(1) : id[ 26] vtl[0] const[1] shape[ 3, 3, 64, 64 ] fmt[u8 ] qnt[ASM zp=143, scale=0.002989] D [print_tensor:146]in(2) : id[ 27] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000080] D [print_tensor:146]out(0): id[ 148] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=157, scale=0.051463] D [setup_node:441]Setup node id[25] uid[113] op[SWISH] name[Sigmoid_Sigmoid_33_128_Mul_Mul_34_113] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 148] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=157, scale=0.051463] D [print_tensor:146]out(0): id[ 149] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 13, scale=0.020716] D [setup_node:441]Setup node id[26] uid[101] op[ADD] name[Add_Add_35_101] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 145] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 24, scale=0.011626] D [print_tensor:146]in(1) : id[ 149] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 13, scale=0.020716] D [print_tensor:146]out(0): id[ 150] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 25, scale=0.022189] D [setup_node:441]Setup node id[27] uid[129] op[CONV2D] name[Conv_Conv_36_129] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 150] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 25, scale=0.022189] D [print_tensor:146]in(1) : id[ 28] vtl[0] const[1] shape[ 1, 1, 64, 64 ] fmt[u8 ] qnt[ASM zp=148, scale=0.012574] D [print_tensor:146]in(2) : id[ 29] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000279] D [print_tensor:146]out(0): id[ 151] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=150, scale=0.073397] D [setup_node:441]Setup node id[28] uid[114] op[SWISH] name[Sigmoid_Sigmoid_37_115_Mul_Mul_38_114] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 151] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=150, scale=0.073397] D [print_tensor:146]out(0): id[ 152] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.031369] D [setup_node:441]Setup node id[29] uid[102] op[CONV2D] name[Conv_Conv_39_102] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 152] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.031369] D [print_tensor:146]in(1) : id[ 30] vtl[0] const[1] shape[ 3, 3, 64, 64 ] fmt[u8 ] qnt[ASM zp=133, scale=0.004985] D [print_tensor:146]in(2) : id[ 31] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000156] D [print_tensor:146]out(0): id[ 153] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=145, scale=0.089957] D [setup_node:441]Setup node id[30] uid[92] op[SWISH] name[Sigmoid_Sigmoid_40_103_Mul_Mul_41_92] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 153] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=145, scale=0.089957] D [print_tensor:146]out(0): id[ 154] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.039933] D [setup_node:441]Setup node id[31] uid[91] op[ADD] name[Add_Add_42_91] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 150] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 25, scale=0.022189] D [print_tensor:146]in(1) : id[ 154] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.039933] D [print_tensor:146]out(0): id[ 155] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.042961] D [setup_node:441]Setup node id[32] uid[75] op[CONCAT] name[Concat_Concat_46_75] D [print_tensor:146]in(0) : id[ 155] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.042961] D [print_tensor:146]in(1) : id[ 144] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.042961] D [print_tensor:146]out(0): id[ 156] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.042961] D [setup_node:441]Setup node id[33] uid[58] op[CONV2D] name[Conv_Conv_47_58] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 156] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.042961] D [print_tensor:146]in(1) : id[ 32] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=128, scale=0.004709] D [print_tensor:146]in(2) : id[ 33] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000202] D [print_tensor:146]out(0): id[ 157] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp=133, scale=0.071989] D [setup_node:441]Setup node id[34] uid[44] op[SWISH] name[Sigmoid_Sigmoid_48_59_Mul_Mul_49_44] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 157] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp=133, scale=0.071989] D [print_tensor:146]out(0): id[ 158] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [setup_node:441]Setup node id[35] uid[156] op[CONV2D] name[Conv_Conv_50_156] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 158] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 34] vtl[0] const[1] shape[ 3, 3, 128, 256 ] fmt[u8 ] qnt[ASM zp=149, scale=0.004070] D [print_tensor:146]in(2) : id[ 35] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000286] D [print_tensor:146]out(0): id[ 159] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=138, scale=0.098534] D [setup_node:441]Setup node id[36] uid[154] op[SWISH] name[Sigmoid_Sigmoid_51_155_Mul_Mul_52_154] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 159] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=138, scale=0.098534] D [print_tensor:146]out(0): id[ 160] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.046170] D [setup_node:441]Setup node id[37] uid[141] op[CONV2D] name[Conv_Conv_77_141] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 160] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.046170] D [print_tensor:146]in(1) : id[ 36] vtl[0] const[1] shape[ 1, 1, 256, 128 ] fmt[u8 ] qnt[ASM zp=158, scale=0.008809] D [print_tensor:146]in(2) : id[ 37] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000407] D [print_tensor:146]out(0): id[ 161] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=126, scale=0.122159] D [setup_node:441]Setup node id[38] uid[201] op[CONV2D] name[Conv_Conv_53_201] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 160] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.046170] D [print_tensor:146]in(1) : id[ 38] vtl[0] const[1] shape[ 1, 1, 256, 128 ] fmt[u8 ] qnt[ASM zp=103, scale=0.004259] D [print_tensor:146]in(2) : id[ 39] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000197] D [print_tensor:146]out(0): id[ 162] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=146, scale=0.051849] D [setup_node:441]Setup node id[39] uid[139] op[SWISH] name[Sigmoid_Sigmoid_78_140_Mul_Mul_79_139] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 161] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=126, scale=0.122159] D [print_tensor:146]out(0): id[ 163] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 14, scale=0.079431] D [setup_node:441]Setup node id[40] uid[196] op[SWISH] name[Sigmoid_Sigmoid_54_202_Mul_Mul_55_196] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 162] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=146, scale=0.051849] D [print_tensor:146]out(0): id[ 164] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 12, scale=0.023138] D [setup_node:441]Setup node id[41] uid[204] op[CONV2D] name[Conv_Conv_56_204] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 164] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 12, scale=0.023138] D [print_tensor:146]in(1) : id[ 40] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=107, scale=0.013509] D [print_tensor:146]in(2) : id[ 41] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000313] D [print_tensor:146]out(0): id[ 165] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=118, scale=0.088111] D [setup_node:441]Setup node id[42] uid[200] op[SWISH] name[Sigmoid_Sigmoid_57_203_Mul_Mul_58_200] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 165] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=118, scale=0.088111] D [print_tensor:146]out(0): id[ 166] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048426] D [setup_node:441]Setup node id[43] uid[199] op[CONV2D] name[Conv_Conv_59_199] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 166] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048426] D [print_tensor:146]in(1) : id[ 42] vtl[0] const[1] shape[ 3, 3, 128, 128 ] fmt[u8 ] qnt[ASM zp=167, scale=0.003126] D [print_tensor:146]in(2) : id[ 43] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000151] D [print_tensor:146]out(0): id[ 167] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=153, scale=0.058458] D [setup_node:441]Setup node id[44] uid[197] op[SWISH] name[Sigmoid_Sigmoid_60_198_Mul_Mul_61_197] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 167] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=153, scale=0.058458] D [print_tensor:146]out(0): id[ 168] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.024305] D [setup_node:441]Setup node id[45] uid[182] op[ADD] name[Add_Add_62_182] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 164] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 12, scale=0.023138] D [print_tensor:146]in(1) : id[ 168] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.024305] D [print_tensor:146]out(0): id[ 169] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 20, scale=0.028512] D [setup_node:441]Setup node id[46] uid[195] op[CONV2D] name[Conv_Conv_63_195] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 169] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 20, scale=0.028512] D [print_tensor:146]in(1) : id[ 44] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=127, scale=0.012131] D [print_tensor:146]in(2) : id[ 45] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000346] D [print_tensor:146]out(0): id[ 170] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=119, scale=0.086105] D [setup_node:441]Setup node id[47] uid[187] op[SWISH] name[Sigmoid_Sigmoid_64_193_Mul_Mul_65_187] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 170] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=119, scale=0.086105] D [print_tensor:146]out(0): id[ 171] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047084] D [setup_node:441]Setup node id[48] uid[186] op[CONV2D] name[Conv_Conv_66_186] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 171] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047084] D [print_tensor:146]in(1) : id[ 46] vtl[0] const[1] shape[ 3, 3, 128, 128 ] fmt[u8 ] qnt[ASM zp=135, scale=0.004933] D [print_tensor:146]in(2) : id[ 47] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000232] D [print_tensor:146]out(0): id[ 172] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=133, scale=0.076744] D [setup_node:441]Setup node id[49] uid[183] op[SWISH] name[Sigmoid_Sigmoid_67_185_Mul_Mul_68_183] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 172] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=133, scale=0.076744] D [print_tensor:146]out(0): id[ 173] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.037724] D [setup_node:441]Setup node id[50] uid[165] op[ADD] name[Add_Add_69_165] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 169] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 20, scale=0.028512] D [print_tensor:146]in(1) : id[ 173] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.037724] D [print_tensor:146]out(0): id[ 174] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.044021] D [setup_node:441]Setup node id[51] uid[184] op[CONV2D] name[Conv_Conv_70_184] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 174] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.044021] D [print_tensor:146]in(1) : id[ 48] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=132, scale=0.006095] D [print_tensor:146]in(2) : id[ 49] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000268] D [print_tensor:146]out(0): id[ 175] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=136, scale=0.079066] D [setup_node:441]Setup node id[52] uid[168] op[SWISH] name[Sigmoid_Sigmoid_71_169_Mul_Mul_72_168] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 175] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=136, scale=0.079066] D [print_tensor:146]out(0): id[ 176] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.037859] D [setup_node:441]Setup node id[53] uid[166] op[CONV2D] name[Conv_Conv_73_166] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 176] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.037859] D [print_tensor:146]in(1) : id[ 50] vtl[0] const[1] shape[ 3, 3, 128, 128 ] fmt[u8 ] qnt[ASM zp=133, scale=0.008996] D [print_tensor:146]in(2) : id[ 51] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000341] D [print_tensor:146]out(0): id[ 177] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=144, scale=0.173823] D [setup_node:441]Setup node id[54] uid[153] op[SWISH] name[Sigmoid_Sigmoid_74_167_Mul_Mul_75_153] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 177] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=144, scale=0.173823] D [print_tensor:146]out(0): id[ 178] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.076764] D [setup_node:441]Setup node id[55] uid[152] op[ADD] name[Add_Add_76_152] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 174] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 19, scale=0.044021] D [print_tensor:146]in(1) : id[ 178] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.076764] D [print_tensor:146]out(0): id[ 179] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 14, scale=0.079431] D [setup_node:441]Setup node id[56] uid[138] op[CONCAT] name[Concat_Concat_80_138] D [print_tensor:146]in(0) : id[ 179] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 14, scale=0.079431] D [print_tensor:146]in(1) : id[ 163] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 14, scale=0.079431] D [print_tensor:146]out(0): id[ 180] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 14, scale=0.079431] D [setup_node:441]Setup node id[57] uid[123] op[CONV2D] name[Conv_Conv_81_123] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 180] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 14, scale=0.079431] D [print_tensor:146]in(1) : id[ 52] vtl[0] const[1] shape[ 1, 1, 256, 256 ] fmt[u8 ] qnt[ASM zp=119, scale=0.003344] D [print_tensor:146]in(2) : id[ 53] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000266] D [print_tensor:146]out(0): id[ 181] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=126, scale=0.080533] D [setup_node:441]Setup node id[58] uid[111] op[SWISH] name[Sigmoid_Sigmoid_82_124_Mul_Mul_83_111] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 181] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=126, scale=0.080533] D [print_tensor:146]out(0): id[ 182] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [setup_node:441]Setup node id[59] uid[163] op[CONV2D] name[Conv_Conv_84_163] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 182] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 54] vtl[0] const[1] shape[ 3, 3, 256, 512 ] fmt[u8 ] qnt[ASM zp= 99, scale=0.002325] D [print_tensor:146]in(2) : id[ 55] vtl[0] const[1] shape[ 512 ] fmt[i32] qnt[ASM zp= 0, scale=0.000110] D [print_tensor:146]out(0): id[ 183] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=128, scale=0.094755] D [setup_node:441]Setup node id[60] uid[151] op[SWISH] name[Sigmoid_Sigmoid_85_164_Mul_Mul_86_151] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 183] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=128, scale=0.094755] D [print_tensor:146]out(0): id[ 184] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048468] D [setup_node:441]Setup node id[61] uid[148] op[CONV2D] name[Conv_Conv_97_148] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 184] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048468] D [print_tensor:146]in(1) : id[ 56] vtl[0] const[1] shape[ 1, 1, 512, 256 ] fmt[u8 ] qnt[ASM zp=107, scale=0.004107] D [print_tensor:146]in(2) : id[ 57] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000199] D [print_tensor:146]out(0): id[ 185] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=140, scale=0.099362] D [setup_node:441]Setup node id[62] uid[176] op[CONV2D] name[Conv_Conv_87_176] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 184] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048468] D [print_tensor:146]in(1) : id[ 58] vtl[0] const[1] shape[ 1, 1, 512, 256 ] fmt[u8 ] qnt[ASM zp=100, scale=0.003560] D [print_tensor:146]in(2) : id[ 59] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000173] D [print_tensor:146]out(0): id[ 186] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=159, scale=0.063884] D [setup_node:441]Setup node id[63] uid[134] op[SWISH] name[Sigmoid_Sigmoid_98_149_Mul_Mul_99_134] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 185] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=140, scale=0.099362] D [print_tensor:146]out(0): id[ 187] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.064732] D [setup_node:441]Setup node id[64] uid[161] op[SWISH] name[Sigmoid_Sigmoid_88_177_Mul_Mul_89_161] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 186] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=159, scale=0.063884] D [print_tensor:146]out(0): id[ 188] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.025036] D [setup_node:441]Setup node id[65] uid[194] op[CONV2D] name[Conv_Conv_90_194] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 188] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.025036] D [print_tensor:146]in(1) : id[ 60] vtl[0] const[1] shape[ 1, 1, 256, 256 ] fmt[u8 ] qnt[ASM zp=137, scale=0.016385] D [print_tensor:146]in(2) : id[ 61] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000410] D [print_tensor:146]out(0): id[ 189] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=115, scale=0.090749] D [setup_node:441]Setup node id[66] uid[180] op[SWISH] name[Sigmoid_Sigmoid_91_181_Mul_Mul_92_180] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 189] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=115, scale=0.090749] D [print_tensor:146]out(0): id[ 190] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.050769] D [setup_node:441]Setup node id[67] uid[178] op[CONV2D] name[Conv_Conv_93_178] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 190] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.050769] D [print_tensor:146]in(1) : id[ 62] vtl[0] const[1] shape[ 3, 3, 256, 256 ] fmt[u8 ] qnt[ASM zp=142, scale=0.003690] D [print_tensor:146]in(2) : id[ 63] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000187] D [print_tensor:146]out(0): id[ 191] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=120, scale=0.119965] D [setup_node:441]Setup node id[68] uid[162] op[SWISH] name[Sigmoid_Sigmoid_94_179_Mul_Mul_95_162] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 191] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=120, scale=0.119965] D [print_tensor:146]out(0): id[ 192] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.064594] D [setup_node:441]Setup node id[69] uid[147] op[ADD] name[Add_Add_96_147] D [validate_op_io_types:165]Validate [ADD] D [print_tensor:146]in(0) : id[ 188] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.025036] D [print_tensor:146]in(1) : id[ 192] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.064594] D [print_tensor:146]out(0): id[ 193] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.064732] D [setup_node:441]Setup node id[70] uid[133] op[CONCAT] name[Concat_Concat_100_133] D [print_tensor:146]in(0) : id[ 193] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.064732] D [print_tensor:146]in(1) : id[ 187] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.064732] D [print_tensor:146]out(0): id[ 194] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.064732] D [setup_node:441]Setup node id[71] uid[118] op[CONV2D] name[Conv_Conv_101_118] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 194] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.064732] D [print_tensor:146]in(1) : id[ 64] vtl[0] const[1] shape[ 1, 1, 512, 512 ] fmt[u8 ] qnt[ASM zp=127, scale=0.004496] D [print_tensor:146]in(2) : id[ 65] vtl[0] const[1] shape[ 512 ] fmt[i32] qnt[ASM zp= 0, scale=0.000291] D [print_tensor:146]out(0): id[ 195] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=127, scale=0.093586] D [setup_node:441]Setup node id[72] uid[107] op[SWISH] name[Sigmoid_Sigmoid_102_119_Mul_Mul_103_107] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 195] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=127, scale=0.093586] D [print_tensor:146]out(0): id[ 196] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047980] D [setup_node:441]Setup node id[73] uid[97] op[CONV2D] name[Conv_Conv_104_97] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 196] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047980] D [print_tensor:146]in(1) : id[ 66] vtl[0] const[1] shape[ 1, 1, 512, 256 ] fmt[u8 ] qnt[ASM zp=130, scale=0.003997] D [print_tensor:146]in(2) : id[ 67] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000192] D [print_tensor:146]out(0): id[ 197] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=111, scale=0.059499] D [setup_node:441]Setup node id[74] uid[94] op[SWISH] name[Sigmoid_Sigmoid_105_96_Mul_Mul_106_94] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 197] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=111, scale=0.059499] D [print_tensor:146]out(0): id[ 198] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [setup_node:441]Setup node id[75] uid[95] op[POOL] name[MaxPool_MaxPool_107_95] D [validate_op_io_types:165]Validate [POOL] D [print_tensor:146]in(0) : id[ 198] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]out(0): id[ 199] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [setup_node:441]Setup node id[76] uid[86] op[POOL] name[MaxPool_MaxPool_108_86] D [validate_op_io_types:165]Validate [POOL] D [print_tensor:146]in(0) : id[ 199] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]out(0): id[ 200] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [setup_node:441]Setup node id[77] uid[85] op[POOL] name[MaxPool_MaxPool_109_85] D [validate_op_io_types:165]Validate [POOL] D [print_tensor:146]in(0) : id[ 200] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]out(0): id[ 201] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [setup_node:441]Setup node id[78] uid[82] op[CONCAT] name[Concat_Concat_110_82] D [print_tensor:146]in(0) : id[ 198] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]in(1) : id[ 199] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]in(2) : id[ 200] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]in(3) : id[ 201] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]out(0): id[ 202] vtl[1] const[0] shape[ 20, 20, 1024, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [setup_node:441]Setup node id[79] uid[81] op[CONV2D] name[Conv_Conv_111_81] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 202] vtl[1] const[0] shape[ 20, 20, 1024, 1 ] fmt[u8 ] qnt[ASM zp= 8, scale=0.034730] D [print_tensor:146]in(1) : id[ 68] vtl[0] const[1] shape[ 1, 1, 1024, 512 ] fmt[u8 ] qnt[ASM zp=117, scale=0.003520] D [print_tensor:146]in(2) : id[ 69] vtl[0] const[1] shape[ 512 ] fmt[i32] qnt[ASM zp= 0, scale=0.000122] D [print_tensor:146]out(0): id[ 203] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=151, scale=0.062573] D [setup_node:441]Setup node id[80] uid[64] op[SWISH] name[Sigmoid_Sigmoid_112_65_Mul_Mul_113_64] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 203] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=151, scale=0.062573] D [print_tensor:146]out(0): id[ 204] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 10, scale=0.026654] D [setup_node:441]Setup node id[81] uid[48] op[CONV2D] name[Conv_Conv_114_48] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 204] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 10, scale=0.026654] D [print_tensor:146]in(1) : id[ 70] vtl[0] const[1] shape[ 1, 1, 512, 256 ] fmt[u8 ] qnt[ASM zp=131, scale=0.009509] D [print_tensor:146]in(2) : id[ 71] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000253] D [print_tensor:146]out(0): id[ 205] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=129, scale=0.072229] D [setup_node:441]Setup node id[82] uid[36] op[SWISH] name[Sigmoid_Sigmoid_115_49_Mul_Mul_116_36] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 205] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=129, scale=0.072229] D [print_tensor:146]out(0): id[ 206] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [setup_node:441]Setup node id[83] uid[122] op[RESIZE] name[Resize_Resize_119_122] D [print_tensor:146]in(0) : id[ 206] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]out(0): id[ 207] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [setup_node:441]Setup node id[84] uid[110] op[CONCAT] name[Concat_Concat_120_110] D [print_tensor:146]in(0) : id[ 207] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 182] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]out(0): id[ 208] vtl[1] const[0] shape[ 40, 40, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [setup_node:441]Setup node id[85] uid[99] op[CONV2D] name[Conv_Conv_130_99] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 208] vtl[1] const[0] shape[ 40, 40, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 72] vtl[0] const[1] shape[ 1, 1, 512, 128 ] fmt[u8 ] qnt[ASM zp=149, scale=0.004487] D [print_tensor:146]in(2) : id[ 73] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000213] D [print_tensor:146]out(0): id[ 209] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=117, scale=0.072185] D [setup_node:441]Setup node id[86] uid[150] op[CONV2D] name[Conv_Conv_121_150] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 208] vtl[1] const[0] shape[ 40, 40, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 74] vtl[0] const[1] shape[ 1, 1, 512, 128 ] fmt[u8 ] qnt[ASM zp=131, scale=0.005529] D [print_tensor:146]in(2) : id[ 75] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000263] D [print_tensor:146]out(0): id[ 210] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=138, scale=0.059056] D [setup_node:441]Setup node id[87] uid[90] op[SWISH] name[Sigmoid_Sigmoid_131_100_Mul_Mul_132_90] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 209] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=117, scale=0.072185] D [print_tensor:146]out(0): id[ 211] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.040014] D [setup_node:441]Setup node id[88] uid[136] op[SWISH] name[Sigmoid_Sigmoid_122_137_Mul_Mul_123_136] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 210] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=138, scale=0.059056] D [print_tensor:146]out(0): id[ 212] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 10, scale=0.028186] D [setup_node:441]Setup node id[89] uid[135] op[CONV2D] name[Conv_Conv_124_135] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 212] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 10, scale=0.028186] D [print_tensor:146]in(1) : id[ 76] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=129, scale=0.008401] D [print_tensor:146]in(2) : id[ 77] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000237] D [print_tensor:146]out(0): id[ 213] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=131, scale=0.060675] D [setup_node:441]Setup node id[90] uid[120] op[SWISH] name[Sigmoid_Sigmoid_125_121_Mul_Mul_126_120] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 213] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=131, scale=0.060675] D [print_tensor:146]out(0): id[ 214] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.030555] D [setup_node:441]Setup node id[91] uid[108] op[CONV2D] name[Conv_Conv_127_108] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 214] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.030555] D [print_tensor:146]in(1) : id[ 78] vtl[0] const[1] shape[ 3, 3, 128, 128 ] fmt[u8 ] qnt[ASM zp=125, scale=0.004664] D [print_tensor:146]in(2) : id[ 79] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000143] D [print_tensor:146]out(0): id[ 215] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=136, scale=0.066953] D [setup_node:441]Setup node id[92] uid[98] op[SWISH] name[Sigmoid_Sigmoid_128_109_Mul_Mul_129_98] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 215] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=136, scale=0.066953] D [print_tensor:146]out(0): id[ 216] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.040014] D [setup_node:441]Setup node id[93] uid[88] op[CONCAT] name[Concat_Concat_133_88] D [print_tensor:146]in(0) : id[ 216] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.040014] D [print_tensor:146]in(1) : id[ 211] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.040014] D [print_tensor:146]out(0): id[ 217] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.040014] D [setup_node:441]Setup node id[94] uid[87] op[CONV2D] name[Conv_Conv_134_87] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 217] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 7, scale=0.040014] D [print_tensor:146]in(1) : id[ 80] vtl[0] const[1] shape[ 1, 1, 256, 256 ] fmt[u8 ] qnt[ASM zp=114, scale=0.007696] D [print_tensor:146]in(2) : id[ 81] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000308] D [print_tensor:146]out(0): id[ 218] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=136, scale=0.099875] D [setup_node:441]Setup node id[95] uid[70] op[SWISH] name[Sigmoid_Sigmoid_135_71_Mul_Mul_136_70] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 218] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=136, scale=0.099875] D [print_tensor:146]out(0): id[ 219] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047829] D [setup_node:441]Setup node id[96] uid[53] op[CONV2D] name[Conv_Conv_137_53] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 219] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047829] D [print_tensor:146]in(1) : id[ 82] vtl[0] const[1] shape[ 1, 1, 256, 128 ] fmt[u8 ] qnt[ASM zp=127, scale=0.005902] D [print_tensor:146]in(2) : id[ 83] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000282] D [print_tensor:146]out(0): id[ 220] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=115, scale=0.065202] D [setup_node:441]Setup node id[97] uid[40] op[SWISH] name[Sigmoid_Sigmoid_138_54_Mul_Mul_139_40] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 220] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=115, scale=0.065202] D [print_tensor:146]out(0): id[ 221] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [setup_node:441]Setup node id[98] uid[57] op[RESIZE] name[Resize_Resize_142_57] D [print_tensor:146]in(0) : id[ 221] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]out(0): id[ 222] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [setup_node:441]Setup node id[99] uid[43] op[CONCAT] name[Concat_Concat_143_43] D [print_tensor:146]in(0) : id[ 222] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 158] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]out(0): id[ 223] vtl[1] const[0] shape[ 80, 80, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [setup_node:441]Setup node id[100] uid[31] op[CONV2D] name[Conv_Conv_153_31] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 223] vtl[1] const[0] shape[ 80, 80, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 84] vtl[0] const[1] shape[ 1, 1, 256, 64 ] fmt[u8 ] qnt[ASM zp= 96, scale=0.005084] D [print_tensor:146]in(2) : id[ 85] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000358] D [print_tensor:146]out(0): id[ 224] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=109, scale=0.056246] D [setup_node:441]Setup node id[101] uid[89] op[CONV2D] name[Conv_Conv_144_89] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 223] vtl[1] const[0] shape[ 80, 80, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 86] vtl[0] const[1] shape[ 1, 1, 256, 64 ] fmt[u8 ] qnt[ASM zp=126, scale=0.004772] D [print_tensor:146]in(2) : id[ 87] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000336] D [print_tensor:146]out(0): id[ 225] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=170, scale=0.050592] D [setup_node:441]Setup node id[102] uid[23] op[SWISH] name[Sigmoid_Sigmoid_154_32_Mul_Mul_155_23] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 224] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=109, scale=0.056246] D [print_tensor:146]out(0): id[ 226] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.053378] D [setup_node:441]Setup node id[103] uid[73] op[SWISH] name[Sigmoid_Sigmoid_145_74_Mul_Mul_146_73] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 225] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=170, scale=0.050592] D [print_tensor:146]out(0): id[ 227] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 16, scale=0.017681] D [setup_node:441]Setup node id[104] uid[72] op[CONV2D] name[Conv_Conv_147_72] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 227] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 16, scale=0.017681] D [print_tensor:146]in(1) : id[ 88] vtl[0] const[1] shape[ 1, 1, 64, 64 ] fmt[u8 ] qnt[ASM zp=148, scale=0.012021] D [print_tensor:146]in(2) : id[ 89] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000213] D [print_tensor:146]out(0): id[ 228] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=150, scale=0.043881] D [setup_node:441]Setup node id[105] uid[55] op[SWISH] name[Sigmoid_Sigmoid_148_56_Mul_Mul_149_55] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 228] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=150, scale=0.043881] D [print_tensor:146]out(0): id[ 229] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 15, scale=0.018917] D [setup_node:441]Setup node id[106] uid[41] op[CONV2D] name[Conv_Conv_150_41] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 229] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 15, scale=0.018917] D [print_tensor:146]in(1) : id[ 90] vtl[0] const[1] shape[ 3, 3, 64, 64 ] fmt[u8 ] qnt[ASM zp=172, scale=0.011055] D [print_tensor:146]in(2) : id[ 91] vtl[0] const[1] shape[ 64 ] fmt[i32] qnt[ASM zp= 0, scale=0.000209] D [print_tensor:146]out(0): id[ 230] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=147, scale=0.123599] D [setup_node:441]Setup node id[107] uid[30] op[SWISH] name[Sigmoid_Sigmoid_151_42_Mul_Mul_152_30] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 230] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp=147, scale=0.123599] D [print_tensor:146]out(0): id[ 231] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.053378] D [setup_node:441]Setup node id[108] uid[22] op[CONCAT] name[Concat_Concat_156_22] D [print_tensor:146]in(0) : id[ 231] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.053378] D [print_tensor:146]in(1) : id[ 226] vtl[1] const[0] shape[ 80, 80, 64, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.053378] D [print_tensor:146]out(0): id[ 232] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.053378] D [setup_node:441]Setup node id[109] uid[16] op[CONV2D] name[Conv_Conv_157_16] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 232] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.053378] D [print_tensor:146]in(1) : id[ 92] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=119, scale=0.017043] D [print_tensor:146]in(2) : id[ 93] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000910] D [print_tensor:146]out(0): id[ 233] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp=141, scale=0.164162] D [setup_node:441]Setup node id[110] uid[11] op[SWISH] name[Sigmoid_Sigmoid_158_17_Mul_Mul_159_11] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 233] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp=141, scale=0.164162] D [print_tensor:146]out(0): id[ 234] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.074469] D [setup_node:441]Setup node id[111] uid[8] op[CONV2D] name[Conv_Conv_200_8] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 234] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.074469] D [print_tensor:146]in(1) : id[ 94] vtl[0] const[1] shape[ 1, 1, 128, 24 ] fmt[u8 ] qnt[ASM zp= 94, scale=0.003433] D [print_tensor:146]in(2) : id[ 95] vtl[0] const[1] shape[ 24 ] fmt[i32] qnt[ASM zp= 0, scale=0.000256] D [print_tensor:146]out(0): id[ 235] vtl[1] const[0] shape[ 80, 80, 24, 1 ] fmt[u8 ] qnt[ASM zp=148, scale=0.042549] D [setup_node:441]Setup node id[112] uid[68] op[CONV2D] name[Conv_Conv_160_68] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 234] vtl[1] const[0] shape[ 80, 80, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.074469] D [print_tensor:146]in(1) : id[ 96] vtl[0] const[1] shape[ 3, 3, 128, 128 ] fmt[u8 ] qnt[ASM zp=109, scale=0.002115] D [print_tensor:146]in(2) : id[ 97] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000157] D [print_tensor:146]out(0): id[ 236] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 83, scale=0.102934] D [setup_node:441]Setup node id[113] uid[5] op[SIGMOID] name[Sigmoid_Sigmoid_201_5] D [validate_op_io_types:165]Validate [RSQRT] D [print_tensor:146]in(0) : id[ 235] vtl[1] const[0] shape[ 80, 80, 24, 1 ] fmt[u8 ] qnt[ASM zp=148, scale=0.042549] D [print_tensor:146]out(0): id[ 0] vtl[0] const[0] shape[ 80, 80, 24, 1 ] fmt[u8 ] qnt[ASM zp= 0, scale=0.003881] D [setup_node:441]Setup node id[114] uid[52] op[SWISH] name[Sigmoid_Sigmoid_161_69_Mul_Mul_162_52] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 236] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 83, scale=0.102934] D [print_tensor:146]out(0): id[ 237] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [setup_node:441]Setup node id[115] uid[39] op[CONCAT] name[Concat_Concat_163_39] D [print_tensor:146]in(0) : id[ 237] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 221] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]out(0): id[ 238] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [setup_node:441]Setup node id[116] uid[28] op[CONV2D] name[Conv_Conv_173_28] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 238] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 98] vtl[0] const[1] shape[ 1, 1, 256, 128 ] fmt[u8 ] qnt[ASM zp=160, scale=0.006986] D [print_tensor:146]in(2) : id[ 99] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000492] D [print_tensor:146]out(0): id[ 239] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 50, scale=0.147667] D [setup_node:441]Setup node id[117] uid[83] op[CONV2D] name[Conv_Conv_164_83] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 238] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.070371] D [print_tensor:146]in(1) : id[ 100] vtl[0] const[1] shape[ 1, 1, 256, 128 ] fmt[u8 ] qnt[ASM zp=136, scale=0.006655] D [print_tensor:146]in(2) : id[ 101] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000468] D [print_tensor:146]out(0): id[ 240] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=141, scale=0.067537] D [setup_node:441]Setup node id[118] uid[21] op[SWISH] name[Sigmoid_Sigmoid_174_29_Mul_Mul_175_21] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 239] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 50, scale=0.147667] D [print_tensor:146]out(0): id[ 241] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.119646] D [setup_node:441]Setup node id[119] uid[67] op[SWISH] name[Sigmoid_Sigmoid_165_84_Mul_Mul_166_67] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 240] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=141, scale=0.067537] D [print_tensor:146]out(0): id[ 242] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.031204] D [setup_node:441]Setup node id[120] uid[66] op[CONV2D] name[Conv_Conv_167_66] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 242] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 9, scale=0.031204] D [print_tensor:146]in(1) : id[ 102] vtl[0] const[1] shape[ 1, 1, 128, 128 ] fmt[u8 ] qnt[ASM zp=154, scale=0.007316] D [print_tensor:146]in(2) : id[ 103] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000228] D [print_tensor:146]out(0): id[ 243] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=155, scale=0.060185] D [setup_node:441]Setup node id[121] uid[50] op[SWISH] name[Sigmoid_Sigmoid_168_51_Mul_Mul_169_50] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 243] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=155, scale=0.060185] D [print_tensor:146]out(0): id[ 244] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.024527] D [setup_node:441]Setup node id[122] uid[37] op[CONV2D] name[Conv_Conv_170_37] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 244] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 11, scale=0.024527] D [print_tensor:146]in(1) : id[ 104] vtl[0] const[1] shape[ 3, 3, 128, 128 ] fmt[u8 ] qnt[ASM zp=138, scale=0.008290] D [print_tensor:146]in(2) : id[ 105] vtl[0] const[1] shape[ 128 ] fmt[i32] qnt[ASM zp= 0, scale=0.000203] D [print_tensor:146]out(0): id[ 245] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=131, scale=0.098296] D [setup_node:441]Setup node id[123] uid[27] op[SWISH] name[Sigmoid_Sigmoid_171_38_Mul_Mul_172_27] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 245] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp=131, scale=0.098296] D [print_tensor:146]out(0): id[ 246] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.119646] D [setup_node:441]Setup node id[124] uid[20] op[CONCAT] name[Concat_Concat_176_20] D [print_tensor:146]in(0) : id[ 246] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.119646] D [print_tensor:146]in(1) : id[ 241] vtl[1] const[0] shape[ 40, 40, 128, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.119646] D [print_tensor:146]out(0): id[ 247] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.119646] D [setup_node:441]Setup node id[125] uid[14] op[CONV2D] name[Conv_Conv_177_14] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 247] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 2, scale=0.119646] D [print_tensor:146]in(1) : id[ 106] vtl[0] const[1] shape[ 1, 1, 256, 256 ] fmt[u8 ] qnt[ASM zp=103, scale=0.014103] D [print_tensor:146]in(2) : id[ 107] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.001687] D [print_tensor:146]out(0): id[ 248] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=158, scale=0.191893] D [setup_node:441]Setup node id[126] uid[10] op[SWISH] name[Sigmoid_Sigmoid_178_15_Mul_Mul_179_10] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 248] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp=158, scale=0.191893] D [print_tensor:146]out(0): id[ 249] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.073989] D [setup_node:441]Setup node id[127] uid[7] op[CONV2D] name[Conv_Conv_202_7] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 249] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.073989] D [print_tensor:146]in(1) : id[ 108] vtl[0] const[1] shape[ 1, 1, 256, 24 ] fmt[u8 ] qnt[ASM zp= 95, scale=0.002795] D [print_tensor:146]in(2) : id[ 109] vtl[0] const[1] shape[ 24 ] fmt[i32] qnt[ASM zp= 0, scale=0.000207] D [print_tensor:146]out(0): id[ 250] vtl[1] const[0] shape[ 40, 40, 24, 1 ] fmt[u8 ] qnt[ASM zp=154, scale=0.041031] D [setup_node:441]Setup node id[128] uid[62] op[CONV2D] name[Conv_Conv_180_62] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 249] vtl[1] const[0] shape[ 40, 40, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.073989] D [print_tensor:146]in(1) : id[ 110] vtl[0] const[1] shape[ 3, 3, 256, 256 ] fmt[u8 ] qnt[ASM zp=121, scale=0.002813] D [print_tensor:146]in(2) : id[ 111] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000208] D [print_tensor:146]out(0): id[ 251] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=113, scale=0.083276] D [setup_node:441]Setup node id[129] uid[4] op[SIGMOID] name[Sigmoid_Sigmoid_203_4] D [validate_op_io_types:165]Validate [RSQRT] D [print_tensor:146]in(0) : id[ 250] vtl[1] const[0] shape[ 40, 40, 24, 1 ] fmt[u8 ] qnt[ASM zp=154, scale=0.041031] D [print_tensor:146]out(0): id[ 1] vtl[0] const[0] shape[ 40, 40, 24, 1 ] fmt[u8 ] qnt[ASM zp= 0, scale=0.003861] D [setup_node:441]Setup node id[130] uid[47] op[SWISH] name[Sigmoid_Sigmoid_181_63_Mul_Mul_182_47] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 251] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=113, scale=0.083276] D [print_tensor:146]out(0): id[ 252] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [setup_node:441]Setup node id[131] uid[35] op[CONCAT] name[Concat_Concat_183_35] D [print_tensor:146]in(0) : id[ 252] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 206] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]out(0): id[ 253] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [setup_node:441]Setup node id[132] uid[25] op[CONV2D] name[Conv_Conv_193_25] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 253] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 112] vtl[0] const[1] shape[ 1, 1, 512, 256 ] fmt[u8 ] qnt[ASM zp=124, scale=0.004172] D [print_tensor:146]in(2) : id[ 113] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000198] D [print_tensor:146]out(0): id[ 254] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=121, scale=0.081630] D [setup_node:441]Setup node id[133] uid[77] op[CONV2D] name[Conv_Conv_184_77] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 253] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.047496] D [print_tensor:146]in(1) : id[ 114] vtl[0] const[1] shape[ 1, 1, 512, 256 ] fmt[u8 ] qnt[ASM zp=142, scale=0.006283] D [print_tensor:146]in(2) : id[ 115] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000298] D [print_tensor:146]out(0): id[ 255] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=121, scale=0.092349] D [setup_node:441]Setup node id[134] uid[19] op[SWISH] name[Sigmoid_Sigmoid_194_26_Mul_Mul_195_19] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 254] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=121, scale=0.081630] D [print_tensor:146]out(0): id[ 256] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.067189] D [setup_node:441]Setup node id[135] uid[61] op[SWISH] name[Sigmoid_Sigmoid_185_78_Mul_Mul_186_61] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 255] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=121, scale=0.092349] D [print_tensor:146]out(0): id[ 257] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.049586] D [setup_node:441]Setup node id[136] uid[60] op[CONV2D] name[Conv_Conv_187_60] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 257] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.049586] D [print_tensor:146]in(1) : id[ 116] vtl[0] const[1] shape[ 1, 1, 256, 256 ] fmt[u8 ] qnt[ASM zp=174, scale=0.008063] D [print_tensor:146]in(2) : id[ 117] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000400] D [print_tensor:146]out(0): id[ 258] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=130, scale=0.096658] D [setup_node:441]Setup node id[137] uid[45] op[SWISH] name[Sigmoid_Sigmoid_188_46_Mul_Mul_189_45] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 258] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=130, scale=0.096658] D [print_tensor:146]out(0): id[ 259] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048539] D [setup_node:441]Setup node id[138] uid[33] op[CONV2D] name[Conv_Conv_190_33] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 259] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 6, scale=0.048539] D [print_tensor:146]in(1) : id[ 118] vtl[0] const[1] shape[ 3, 3, 256, 256 ] fmt[u8 ] qnt[ASM zp=155, scale=0.005565] D [print_tensor:146]in(2) : id[ 119] vtl[0] const[1] shape[ 256 ] fmt[i32] qnt[ASM zp= 0, scale=0.000270] D [print_tensor:146]out(0): id[ 260] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=128, scale=0.132880] D [setup_node:441]Setup node id[139] uid[24] op[SWISH] name[Sigmoid_Sigmoid_191_34_Mul_Mul_192_24] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 260] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp=128, scale=0.132880] D [print_tensor:146]out(0): id[ 261] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.067189] D [setup_node:441]Setup node id[140] uid[18] op[CONCAT] name[Concat_Concat_196_18] D [print_tensor:146]in(0) : id[ 261] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.067189] D [print_tensor:146]in(1) : id[ 256] vtl[1] const[0] shape[ 20, 20, 256, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.067189] D [print_tensor:146]out(0): id[ 262] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.067189] D [setup_node:441]Setup node id[141] uid[12] op[CONV2D] name[Conv_Conv_197_12] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 262] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 4, scale=0.067189] D [print_tensor:146]in(1) : id[ 120] vtl[0] const[1] shape[ 1, 1, 512, 512 ] fmt[u8 ] qnt[ASM zp=175, scale=0.006591] D [print_tensor:146]in(2) : id[ 121] vtl[0] const[1] shape[ 512 ] fmt[i32] qnt[ASM zp= 0, scale=0.000443] D [print_tensor:146]out(0): id[ 263] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=148, scale=0.128510] D [setup_node:441]Setup node id[142] uid[9] op[SWISH] name[Sigmoid_Sigmoid_198_13_Mul_Mul_199_9] D [validate_op_io_types:165]Validate [SWISH] D [print_tensor:146]in(0) : id[ 263] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp=148, scale=0.128510] D [print_tensor:146]out(0): id[ 264] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.054928] D [setup_node:441]Setup node id[143] uid[6] op[CONV2D] name[Conv_Conv_204_6] D [validate_op_io_types:165]Validate [CONV2D] D [print_tensor:146]in(0) : id[ 264] vtl[1] const[0] shape[ 20, 20, 512, 1 ] fmt[u8 ] qnt[ASM zp= 5, scale=0.054928] D [print_tensor:146]in(1) : id[ 122] vtl[0] const[1] shape[ 1, 1, 512, 24 ] fmt[u8 ] qnt[ASM zp=115, scale=0.001869] D [print_tensor:146]in(2) : id[ 123] vtl[0] const[1] shape[ 24 ] fmt[i32] qnt[ASM zp= 0, scale=0.000103] D [print_tensor:146]out(0): id[ 265] vtl[1] const[0] shape[ 20, 20, 24, 1 ] fmt[u8 ] qnt[ASM zp=135, scale=0.046557] D [setup_node:441]Setup node id[144] uid[3] op[SIGMOID] name[Sigmoid_Sigmoid_205_3] D [validate_op_io_types:165]Validate [RSQRT] D [print_tensor:146]in(0) : id[ 265] vtl[1] const[0] shape[ 20, 20, 24, 1 ] fmt[u8 ] qnt[ASM zp=135, scale=0.046557] D [print_tensor:146]out(0): id[ 2] vtl[0] const[0] shape[ 20, 20, 24, 1 ] fmt[u8 ] qnt[ASM zp= 0, scale=0.003907] D [optimize_node:385]Backward optimize neural network D [op_optimize:437]Optimize CONCAT, uid 18 D [op_optimize:437]Optimize CONCAT, uid 35 D [op_optimize:437]Optimize CONCAT, uid 20 D [op_optimize:437]Optimize CONCAT, uid 39 D [op_optimize:437]Optimize CONCAT, uid 22 D [op_optimize:437]Optimize CONCAT, uid 43 D [op_optimize:437]Optimize CONCAT, uid 88 D [op_optimize:437]Optimize CONCAT, uid 110 D [op_optimize:437]Optimize CONCAT, uid 82 D [op_optimize:437]Optimize CONCAT, uid 133 D [op_optimize:437]Optimize CONCAT, uid 138 D [op_optimize:437]Optimize CONCAT, uid 75 D [op_optimize:437]Optimize CONCAT, uid 131 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] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[2] "CONV2D" ... D [compute_node:350]Instance node[3] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[4] "CONV2D" ... D [compute_node:350]Instance node[5] "CONV2D" ... D [compute_node:350]Instance node[6] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[7] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[8] "CONV2D" ... D [compute_node:350]Instance node[9] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[10] "CONV2D" ... D [compute_node:350]Instance node[11] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[12] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[13] "CONCAT" ... D [compute_node:350]Instance node[14] "CONV2D" ... D [compute_node:350]Instance node[15] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[16] "CONV2D" ... D [compute_node:350]Instance node[17] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[18] "CONV2D" ... D [compute_node:350]Instance node[19] "CONV2D" ... D [compute_node:350]Instance node[20] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[21] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[22] "CONV2D" ... D [compute_node:350]Instance node[23] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[24] "CONV2D" ... D [compute_node:350]Instance node[25] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[26] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[27] "CONV2D" ... D [compute_node:350]Instance node[28] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[29] "CONV2D" ... D [compute_node:350]Instance node[30] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[31] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[32] "CONCAT" ... D [compute_node:350]Instance node[33] "CONV2D" ... D [compute_node:350]Instance node[34] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[35] "CONV2D" ... D [compute_node:350]Instance node[36] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[37] "CONV2D" ... D [compute_node:350]Instance node[38] "CONV2D" ... D [compute_node:350]Instance node[39] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[40] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[41] "CONV2D" ... D [compute_node:350]Instance node[42] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[43] "CONV2D" ... D [compute_node:350]Instance node[44] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[45] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[46] "CONV2D" ... D [compute_node:350]Instance node[47] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[48] "CONV2D" ... D [compute_node:350]Instance node[49] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[50] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[51] "CONV2D" ... D [compute_node:350]Instance node[52] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[53] "CONV2D" ... D [compute_node:350]Instance node[54] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[55] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[56] "CONCAT" ... D [compute_node:350]Instance node[57] "CONV2D" ... D [compute_node:350]Instance node[58] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[59] "CONV2D" ... D [compute_node:350]Instance node[60] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[61] "CONV2D" ... D [compute_node:350]Instance node[62] "CONV2D" ... D [compute_node:350]Instance node[63] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[64] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[65] "CONV2D" ... D [compute_node:350]Instance node[66] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[67] "CONV2D" ... D [compute_node:350]Instance node[68] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[69] "ADD" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "add" D [compute_node:350]Instance node[70] "CONCAT" ... D [compute_node:350]Instance node[71] "CONV2D" ... D [compute_node:350]Instance node[72] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[73] "CONV2D" ... D [compute_node:350]Instance node[74] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[75] "POOL" ... D [compute_node:350]Instance node[76] "POOL" ... D [compute_node:350]Instance node[77] "POOL" ... D [compute_node:350]Instance node[78] "CONCAT" ... D [compute_node:350]Instance node[79] "CONV2D" ... D [compute_node:350]Instance node[80] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[81] "CONV2D" ... D [compute_node:350]Instance node[82] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[83] "RESIZE" ... D [compute_node:350]Instance node[84] "CONCAT" ... D [compute_node:350]Instance node[85] "CONV2D" ... D [compute_node:350]Instance node[86] "CONV2D" ... D [compute_node:350]Instance node[87] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[88] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[89] "CONV2D" ... D [compute_node:350]Instance node[90] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[91] "CONV2D" ... D [compute_node:350]Instance node[92] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[93] "CONCAT" ... D [compute_node:350]Instance node[94] "CONV2D" ... D [compute_node:350]Instance node[95] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[96] "CONV2D" ... D [compute_node:350]Instance node[97] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[98] "RESIZE" ... D [compute_node:350]Instance node[99] "CONCAT" ... D [compute_node:350]Instance node[100] "CONV2D" ... D [compute_node:350]Instance node[101] "CONV2D" ... D [compute_node:350]Instance node[102] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[103] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[104] "CONV2D" ... D [compute_node:350]Instance node[105] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[106] "CONV2D" ... D [compute_node:350]Instance node[107] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[108] "CONCAT" ... D [compute_node:350]Instance node[109] "CONV2D" ... D [compute_node:350]Instance node[110] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[111] "CONV2D" ... D [compute_node:350]Instance node[112] "CONV2D" ... D [compute_node:350]Instance node[113] "SIGMOID" ... D [compute_node:350]Instance node[114] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[115] "CONCAT" ... D [compute_node:350]Instance node[116] "CONV2D" ... D [compute_node:350]Instance node[117] "CONV2D" ... D [compute_node:350]Instance node[118] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[119] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[120] "CONV2D" ... D [compute_node:350]Instance node[121] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[122] "CONV2D" ... D [compute_node:350]Instance node[123] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[124] "CONCAT" ... D [compute_node:350]Instance node[125] "CONV2D" ... D [compute_node:350]Instance node[126] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[127] "CONV2D" ... D [compute_node:350]Instance node[128] "CONV2D" ... D [compute_node:350]Instance node[129] "SIGMOID" ... D [compute_node:350]Instance node[130] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[131] "CONCAT" ... D [compute_node:350]Instance node[132] "CONV2D" ... D [compute_node:350]Instance node[133] "CONV2D" ... D [compute_node:350]Instance node[134] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[135] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[136] "CONV2D" ... D [compute_node:350]Instance node[137] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[138] "CONV2D" ... D [compute_node:350]Instance node[139] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[140] "CONCAT" ... D [compute_node:350]Instance node[141] "CONV2D" ... D [compute_node:350]Instance node[142] "SWISH" ... D [rknn_kernel_selector:970]Instance OPENVX node with kernel "swish" D [compute_node:350]Instance node[143] "CONV2D" ... D [compute_node:350]Instance node[144] "SIGMOID" ...

D [rknn_init:1985] Input Tensors: D [rknn_query:2162] input 0, name=images_205 D [printRKNNTensor:1878] index=0 name=images_205 n_dims=4 dims=[1 3 640 640] n_elems=1228800 size=1228800 fmt=NCHW type=UINT8 qnt_type=AFFINE fl=0 zp=0 scale=0.003922 D [rknn_init:2001] Output Tensors: D [printRKNNTensor:1878] index=0 name=Sigmoid_Sigmoid_201/out0_0 n_dims=4 dims=[1 24 80 80] n_elems=153600 size=153600 fmt=NCHW type=UINT8 qnt_type=AFFINE fl=0 zp=0 scale=0.003881 D [printRKNNTensor:1878] index=1 name=Sigmoid_Sigmoid_203/out0_1 n_dims=4 dims=[1 24 40 40] n_elems=38400 size=38400 fmt=NCHW type=UINT8 qnt_type=AFFINE fl=0 zp=0 scale=0.003861 D [printRKNNTensor:1878] index=2 name=Sigmoid_Sigmoid_205/out0_2 n_dims=4 dims=[1 24 20 20] n_elems=9600 size=9600 fmt=NCHW type=UINT8 qnt_type=AFFINE fl=0 zp=0 scale=0.003907 D [rknn_query:2162] input 0, name=images_205 I [remove_client_ops:5760]remove_client_ops num=0 I [remove_client_ops:5771]remove_client_ops finish D [rknn_init:1985] Input Tensors: D [rknn_query:2162] input 0, name=images_205 D [printRKNNTensor:1878] index=0 name=images_205 n_dims=4 dims=[1 3 640 640] n_elems=1228800 size=1228800 fmt=NCHW type=UINT8 qnt_type=AFFINE fl=0 zp=0 scale=0.003922 D [rknn_init:2001] Output Tensors: D [printRKNNTensor:1878] index=0 name=Sigmoid_Sigmoid_201/out0_0 n_dims=4 dims=[1 24 80 80] n_elems=153600 size=153600 fmt=NCHW type=UINT8 qnt_type=AFFINE fl=0 zp=0 scale=0.003881 D [printRKNNTensor:1878] index=1 name=Sigmoid_Sigmoid_203/out0_1 n_dims=4 dims=[1 24 40 40] n_elems=38400 size=38400 fmt=NCHW type=UINT8 qnt_type=AFFINE fl=0 zp=0 scale=0.003861 D [printRKNNTensor:1878] index=2 name=Sigmoid_Sigmoid_205/out0_2 n_dims=4 dims=[1 24 20 20] n_elems=9600 size=9600 fmt=NCHW type=UINT8 qnt_type=AFFINE fl=0 zp=0 scale=0.003907 sdk version: librknn_runtime version 1.7.5 (ccb93f1 build: 2023-07-18 10:56:29 base: 1131) driver version: 6.4.6.5.351518 model input num: 1, output num: 3 D [rknn_query:2162] input 0, name=images_205 index=0, name=images_205, n_dims=4, dims=[1, 3, 640, 640], n_elems=1228800, size=1228800, fmt=NCHW, type=UINT8, qnt_type=AFFINE, zp=0, scale=0.003922 index=0, name=Sigmoid_Sigmoid_201/out0_0, n_dims=4, dims=[1, 24, 80, 80], n_elems=153600, size=153600, fmt=NCHW, type=UINT8, qnt_type=AFFINE, zp=0, scale=0.003881 index=1, name=Sigmoid_Sigmoid_203/out0_1, n_dims=4, dims=[1, 24, 40, 40], n_elems=38400, size=38400, fmt=NCHW, type=UINT8, qnt_type=AFFINE, zp=0, scale=0.003861 index=2, name=Sigmoid_Sigmoid_205/out0_2, n_dims=4, dims=[1, 24, 20, 20], n_elems=9600, size=9600, fmt=NCHW, type=UINT8, qnt_type=AFFINE, zp=0, scale=0.003907 model is NCHW input fmt pre compile len = 5908480

使用该模型进行推理，显示信息如下： Loading mode modified_person_helmet-20230930.onnx.rknn_pre_compile.rknn... librknn_runtime version 1.7.5 (ccb93f1 build: 2023-07-18 10:56:29 base: 1131) E [parseModel:145]Invalid RKNN model:1313689686 vs 65550 rknn_init error ret=-6 ExtractorRknn fail

[eRaul]

从预编译日志看不到什么问题。麻烦提供rknn模型以便复现。

[holdon1997]

请问解决了嘛？我也遇到了同样的问题。