Summary


info
docker_version kneron/toolchain:v0.31.0
comments
kdp730/input bitwidth int8
kdp730/output bitwidth int8
kdp730/cpu bitwidth int8
kdp730/datapath bitwidth int8
kdp730/weight bitwidth int8
kdp730/ip_eval/fps 50.5441
kdp730/ip_eval/ITC(ms) 19.7847 ms
kdp730/ip_eval/C(GOPs) 8.54446e+09
kdp730/ip_eval/RDMA bandwidth GB/s 8 GB/s
kdp730/ip_eval/WDMA bandwidth GB/s 8 GB/s
kdp730/ip_eval/GETW bandwidth GB/s 4.5 GB/s
kdp730/ip_eval/RV(mb) 35.5942
kdp730/ip_eval/WV(mb) 25.888
kdp730/ip_eval/cpu_node N/A
kdp730/kne models_730.kne
kdp730/nef models_730.nef
kdp730/bie input.kdp730.scaled.release.bie
kdp730/onnx input.kdp730.graph_opt.onnx
kdp730/backend node graph opt_stage2_730.svg
gen fx model report model_fx_report.html
gen fx model json model_fx_report.json

kdp730


node origin node type bw in bw out opt stage 2 node CMD_node_idx in_fmt out_fmt runtime(ms) CFUNC_runtime(ms) PFUNC_runtime(ms) SYNC_runtime(ms) MAC_cycle MAC_runtime(ms) RDMA_amount(Byte) RDMA_runtime(ms) WDMA_amount(Byte) WDMA_runtime(ms) Weight_amount(Byte)
0 images images NPU 8 (model_input) images
1 onnx::Conv_397 onnx::Conv_397 NPU 8 (weight) onnx::Conv_397
2 bias/model.0/Conv None NPU 24 (weight) None
3 /model.0/Conv /model.0/Conv NPU 8, 8, 24 8 (op) /model.0/Conv 0 4W4C8B:onnx::Conv_397,images \ RAW_FLOAT:bias/model.0/Conv_o0 1W16C8B 0.513992 0.268695 0.0 0.274522 188085 0.268695 1689600 0.245511 0 0.0 251680
4 onnx::Conv_624 onnx::Conv_624 NPU 8 (weight) onnx::Conv_624
5 onnx::Conv_625 onnx::Conv_625 NPU 24 (weight) onnx::Conv_625
6 /model.0/conv/conv/Conv /model.0/conv/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.0/conv/conv/Conv_/model.0/conv/act/LeakyRelu 1 1W16C8B 1W16C8B 1.194302 0.735909 0.0 0.750257 515140 0.735909 0 0.0 3276800 0.458391 591360
7 /model.0/conv/act/LeakyRelu /model.0/conv/act/LeakyRelu NPU 16 8
8 onnx::Conv_627 onnx::Conv_627 NPU 8 (weight) onnx::Conv_627
9 onnx::Conv_628 onnx::Conv_628 NPU 24 (weight) onnx::Conv_628
10 /model.1/conv/Conv /model.1/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.1/conv/Conv_/model.1/act/LeakyRelu 10 1W16C8B 1W16C8B 1.409629 0.700627 0.0 0.837378 490440 0.700627 3358720 0.480094 1638400 0.228903 599040
11 /model.1/act/LeakyRelu /model.1/act/LeakyRelu NPU 16 8
12 /model.1/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale None NPU 8 (weight) /model.1/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale
13 /model.1/act/LeakyRelu_split_KNOPT_dummy_bn_1_bias NPU 24 (weight) /model.1/act/LeakyRelu_split_KNOPT_dummy_bn_1_bias
14 /model.1/act/LeakyRelu_split_KNOPT_dummy_bn_1 /model.1/act/LeakyRelu NPU 8, 8, 24 8 (op) /model.1/act/LeakyRelu_split_KNOPT_dummy_bn_1 51 1W16C8B:/model.1/act/LeakyRelu_output_0,/model.1/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale_o0 \ RAW_FLOAT:/model.1/act/LeakyRelu_split_KNOPT_dummy_bn_1_bias_o0 1W16C8B 0.282986 0.039714 0.0 0.247106 27800 0.039714 1699840 0.243272 0 0.0 20480
15 model.2.cv2.weight model.2.cv2.weight NPU 8 (weight) model.2.cv2.weight
16 bias/model.2/cv2/Conv None NPU 24 (weight) None
17 /model.2/cv2/Conv /model.2/cv2/Conv NPU 8, 8, 24 8 (op) /model.2/cv2/Conv 52 1W16C8B:model.2.cv2.weight,/model.1/act/LeakyRelu_split_KNOPT_dummy_bn_1_o0 \ RAW_FLOAT:bias/model.2/cv2/Conv_o0 1W16C8B 0.077086 0.077086 0.0 0.077086 53960 0.077086 0 0.0 0 0.0 64512
18 /model.1/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale None NPU 8 (weight) /model.1/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale
19 /model.1/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.1/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias
20 /model.1/act/LeakyRelu_split_KNOPT_dummy_bn_0 /model.1/act/LeakyRelu NPU 8, 8, 24 8 (op) /model.1/act/LeakyRelu_split_KNOPT_dummy_bn_0 15 1W16C8B:/model.1/act/LeakyRelu_output_0,/model.1/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale_o0 \ RAW_FLOAT:/model.1/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias_o0 1W16C8B 0.272839 0.038343 0.0 0.238331 26840 0.038343 1638400 0.234497 0 0.0 20480
21 onnx::Conv_630 onnx::Conv_630 NPU 8 (weight) onnx::Conv_630
22 onnx::Conv_631 onnx::Conv_631 NPU 24 (weight) onnx::Conv_631
23 /model.2/cv1/conv/Conv /model.2/cv1/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.2/cv1/conv/Conv_/model.2/cv1/act/LeakyRelu 16 1W16C8B 1W16C8B 0.189506 0.074903 0.0 0.125826 52432 0.074903 0 0.0 819200 0.114603 64512
24 /model.2/cv1/act/LeakyRelu /model.2/cv1/act/LeakyRelu NPU 16 8
25 /model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale None NPU 8 (weight) /model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale
26 /model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_bias NPU 24 (weight) /model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_bias
27 /model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1 /model.2/cv1/act/LeakyRelu NPU 8, 8, 24 15 (op) /model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1 35 1W16C8B:/model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale_o0,/model.2/cv1/act/LeakyRelu_output_0 \ RAW_FLOAT:/model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_bias_o0 1W16C8BHL 0.13642 0.019171 0.0 0.121083 13420 0.019171 819200 0.117248 0 0.0 5120
28 /model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale None NPU 8 (weight) /model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale
29 /model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias
30 /model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0 /model.2/cv1/act/LeakyRelu NPU 8, 8, 24 8 (op) /model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0 23 1W16C8B:/model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale_o0,/model.2/cv1/act/LeakyRelu_output_0 \ RAW_FLOAT:/model.2/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias_o0 1W16C8B 0.139858 0.019673 0.0 0.122718 13771 0.019673 839680 0.120185 0 0.0 5376
31 onnx::Conv_633 onnx::Conv_633 NPU 8 (weight) onnx::Conv_633
32 onnx::Conv_634 onnx::Conv_634 NPU 24 (weight) onnx::Conv_634
33 /model.2/m/m.0/cv1/conv/Conv /model.2/m/m.0/cv1/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.2/m/m.0/cv1/conv/Conv_/model.2/m/m.0/cv1/act/LeakyRelu 24 1W16C8B 1W16C8B 0.039309 0.039309 0.0 0.039309 27516 0.039309 0 0.0 0 0.0 37120
34 /model.2/m/m.0/cv1/act/LeakyRelu /model.2/m/m.0/cv1/act/LeakyRelu NPU 16 8
35 onnx::Conv_636 onnx::Conv_636 NPU 8 (weight) onnx::Conv_636
36 onnx::Conv_637 onnx::Conv_637 NPU 24 (weight) onnx::Conv_637
37 /model.2/m/m.0/cv2/conv/Conv /model.2/m/m.0/cv2/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.2/m/m.0/cv2/conv/Conv_/model.2/m/m.0/cv2/act/LeakyRelu 25 1W16C8B 1W16C8B 0.348196 0.348196 0.0 0.348197 243738 0.348196 0 0.0 0 0.0 269568
38 /model.2/m/m.0/cv2/act/LeakyRelu /model.2/m/m.0/cv2/act/LeakyRelu NPU 16 8
39 /model.2/m/m.0/Add_KNOPT_dummy_bn_0_scale None NPU 8 (weight) /model.2/m/m.0/Add_KNOPT_dummy_bn_0_scale
40 /model.2/m/m.0/Add_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.2/m/m.0/Add_KNOPT_dummy_bn_0_bias
41 /model.2/m/m.0/Add_KNOPT_dummy_bn_0 /model.2/m/m.0/cv2/act/LeakyRelu NPU 8, 8, 24 15 (op) /model.2/m/m.0/Add_KNOPT_dummy_bn_0 26 1W16C8B:/model.2/m/m.0/Add_KNOPT_dummy_bn_0_scale_o0,/model.2/m/m.0/cv2/act/LeakyRelu_output_0 \ RAW_FLOAT:/model.2/m/m.0/Add_KNOPT_dummy_bn_0_bias_o0 1W16C8BHL 0.249021 0.020013 0.0 0.230855 14009 0.020013 0 0.0 1638400 0.229008 9984
42 /model.2/m/m.0/Add /model.2/m/m.0/Add NPU 15, 15 8 (op) /model.2/m/m.0/Add 36 1W16C8BHL 1W16C8B 0.308896 0.0744 0.0 0.241937 52080 0.0744 1638400 0.234497 0 0.0 12800
43 /model.2/m/m.0/Add_KNOPT_dummy_bn_1_scale None NPU 8 (weight) /model.2/m/m.0/Add_KNOPT_dummy_bn_1_scale
44 /model.2/m/m.0/Add_KNOPT_dummy_bn_1_bias NPU 24 (weight) /model.2/m/m.0/Add_KNOPT_dummy_bn_1_bias
45 /model.2/m/m.0/Add_KNOPT_dummy_bn_1 /model.2/m/m.0/Add NPU 8, 8, 24 8 (op) /model.2/m/m.0/Add_KNOPT_dummy_bn_1 37 1W16C8B:/model.2/m/m.0/Add_output_0,/model.2/m/m.0/Add_KNOPT_dummy_bn_1_scale_o0 \ RAW_FLOAT:/model.2/m/m.0/Add_KNOPT_dummy_bn_1_bias_o0 1W16C8B 0.018463 0.018463 0.0 0.018463 12924 0.018463 0 0.0 0 0.0 1024
46 model.2.cv3.weight model.2.cv3.weight NPU 8 (weight) model.2.cv3.weight
47 bias/model.2/cv3/Conv None NPU 24 (weight) None
48 /model.2/cv3/Conv /model.2/cv3/Conv NPU 8, 8, 24 8 (op) /model.2/cv3/Conv 38 1W16C8B:model.2.cv3.weight,/model.2/m/m.0/Add_KNOPT_dummy_bn_1_o0 \ RAW_FLOAT:bias/model.2/cv3/Conv_o0 1W16C8B 0.152375 0.037771 0.0 0.120261 26440 0.037771 0 0.0 819200 0.114603 35840
49 /model.2/Concat /model.2/Concat NPU 8, 8 8 (op) /model.2/Concat 53 1W16C8B 1W16C8B 0.165833 0.0 0.044389 0.165833 31072 0.044389 849920 0.121444 0 0.0 0
50 model.2.bn.weight model.2.bn.weight NPU 8 (weight) model.2.bn.weight
51 model.2.bn.bias model.2.bn.bias NPU 24 (weight) model.2.bn.bias
52 model.2.bn.running_mean model.2.bn.running_mean NPU 8 (weight) model.2.bn.running_mean
53 model.2.bn.running_var model.2.bn.running_var NPU 8 (weight) model.2.bn.running_var
54 /model.2/bn/BatchNormalization /model.2/bn/BatchNormalization NPU 8, 8, 24, 8, 8 16 (op) npu_fusion_node_/model.2/bn/BatchNormalization_/model.2/act/LeakyRelu 54 1W16C8B 1W16C8B 0.03812 0.03812 0.0 0.03812 26684 0.03812 0 0.0 0 0.0 2048
55 /model.2/act/LeakyRelu /model.2/act/LeakyRelu NPU 16 8
56 onnx::Conv_639 onnx::Conv_639 NPU 8 (weight) onnx::Conv_639
57 onnx::Conv_640 onnx::Conv_640 NPU 24 (weight) onnx::Conv_640
58 /model.2/cv4/conv/Conv /model.2/cv4/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.2/cv4/conv/Conv_/model.2/cv4/act/LeakyRelu 55 1W16C8B 1W16C8B 0.153931 0.153931 0.0 0.153931 107752 0.153931 0 0.0 0 0.0 129024
59 /model.2/cv4/act/LeakyRelu /model.2/cv4/act/LeakyRelu NPU 16 8
60 onnx::Conv_642 onnx::Conv_642 NPU 8 (weight) onnx::Conv_642
61 onnx::Conv_643 onnx::Conv_643 NPU 24 (weight) onnx::Conv_643
62 /model.3/conv/Conv /model.3/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.3/conv/Conv_/model.3/act/LeakyRelu 56 1W16C8B 1W16C8B 0.795329 0.680866 0.0 0.709484 476608 0.680866 0 0.0 819200 0.114463 614400
63 /model.3/act/LeakyRelu /model.3/act/LeakyRelu NPU 16 8
64 /model.3/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale None NPU 8 (weight) /model.3/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale
65 /model.3/act/LeakyRelu_split_KNOPT_dummy_bn_1_bias NPU 24 (weight) /model.3/act/LeakyRelu_split_KNOPT_dummy_bn_1_bias
66 /model.3/act/LeakyRelu_split_KNOPT_dummy_bn_1 /model.3/act/LeakyRelu NPU 8, 8, 24 8 (op) /model.3/act/LeakyRelu_split_KNOPT_dummy_bn_1 108 1W16C8B:/model.3/act/LeakyRelu_output_0,/model.3/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale_o0 \ RAW_FLOAT:/model.3/act/LeakyRelu_split_KNOPT_dummy_bn_1_bias_o0 1W16C8B 0.13642 0.019171 0.0 0.119165 13420 0.019171 819200 0.117248 0 0.0 20480
67 model.4.cv2.weight model.4.cv2.weight NPU 8 (weight) model.4.cv2.weight
68 bias/model.4/cv2/Conv None NPU 24 (weight) None
69 /model.4/cv2/Conv /model.4/cv2/Conv NPU 8, 8, 24 8 (op) /model.4/cv2/Conv 109 1W16C8B:model.4.cv2.weight,/model.3/act/LeakyRelu_split_KNOPT_dummy_bn_1_o0 \ RAW_FLOAT:bias/model.4/cv2/Conv_o0 1W16C8B 0.073577 0.073577 0.0 0.073577 51504 0.073577 0 0.0 0 0.0 69632
70 /model.3/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale None NPU 8 (weight) /model.3/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale
71 /model.3/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.3/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias
72 /model.3/act/LeakyRelu_split_KNOPT_dummy_bn_0 /model.3/act/LeakyRelu NPU 8, 8, 24 8 (op) /model.3/act/LeakyRelu_split_KNOPT_dummy_bn_0 75 1W16C8B:/model.3/act/LeakyRelu_output_0,/model.3/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale_o0 \ RAW_FLOAT:/model.3/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias_o0 1W16C8B 0.13642 0.019171 0.0 0.119165 13420 0.019171 819200 0.117248 0 0.0 20480
73 onnx::Conv_645 onnx::Conv_645 NPU 8 (weight) onnx::Conv_645
74 onnx::Conv_646 onnx::Conv_646 NPU 24 (weight) onnx::Conv_646
75 /model.4/cv1/conv/Conv /model.4/cv1/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.4/cv1/conv/Conv_/model.4/cv1/act/LeakyRelu 76 1W16C8B 1W16C8B 0.130991 0.07376 0.0 0.088068 51632 0.07376 0 0.0 409600 0.057231 69632
76 /model.4/cv1/act/LeakyRelu /model.4/cv1/act/LeakyRelu NPU 16 8
77 /model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale None NPU 8 (weight) /model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale
78 /model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_bias NPU 24 (weight) /model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_bias
79 /model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1 /model.4/cv1/act/LeakyRelu NPU 8, 8, 24 15 (op) /model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1 84 1W16C8B:/model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale_o0,/model.4/cv1/act/LeakyRelu_output_0 \ RAW_FLOAT:/model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_bias_o0 1W16C8BHL 0.06821 0.009586 0.0 0.060541 6710 0.009586 409600 0.058624 0 0.0 5120
80 /model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale None NPU 8 (weight) /model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale
81 /model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias
82 /model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0 /model.4/cv1/act/LeakyRelu NPU 8, 8, 24 8 (op) /model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0 79 1W16C8B:/model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale_o0,/model.4/cv1/act/LeakyRelu_output_0 \ RAW_FLOAT:/model.4/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias_o0 1W16C8B 0.068266 0.00963 0.0 0.05948 6741 0.00963 409600 0.058636 0 0.0 5632
83 onnx::Conv_648 onnx::Conv_648 NPU 8 (weight) onnx::Conv_648
84 onnx::Conv_649 onnx::Conv_649 NPU 24 (weight) onnx::Conv_649
85 /model.4/m/m.0/cv1/conv/Conv /model.4/m/m.0/cv1/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.4/m/m.0/cv1/conv/Conv_/model.4/m/m.0/cv1/act/LeakyRelu 80 1W16C8B 1W16C8B 0.037111 0.037111 0.0 0.037111 25978 0.037111 0 0.0 0 0.0 32256
86 /model.4/m/m.0/cv1/act/LeakyRelu /model.4/m/m.0/cv1/act/LeakyRelu NPU 16 8
87 onnx::Conv_651 onnx::Conv_651 NPU 8 (weight) onnx::Conv_651
88 onnx::Conv_652 onnx::Conv_652 NPU 24 (weight) onnx::Conv_652
89 /model.4/m/m.0/cv2/conv/Conv /model.4/m/m.0/cv2/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.4/m/m.0/cv2/conv/Conv_/model.4/m/m.0/cv2/act/LeakyRelu 81 1W16C8B 1W16C8B 0.339023 0.339023 0.0 0.339023 237316 0.339023 0 0.0 0 0.0 268800
90 /model.4/m/m.0/cv2/act/LeakyRelu /model.4/m/m.0/cv2/act/LeakyRelu NPU 16 8
91 /model.4/m/m.0/Add_KNOPT_dummy_bn_0_scale None NPU 8 (weight) /model.4/m/m.0/Add_KNOPT_dummy_bn_0_scale
92 /model.4/m/m.0/Add_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.4/m/m.0/Add_KNOPT_dummy_bn_0_bias
93 /model.4/m/m.0/Add_KNOPT_dummy_bn_0 /model.4/m/m.0/cv2/act/LeakyRelu NPU 8, 8, 24 15 (op) /model.4/m/m.0/Add_KNOPT_dummy_bn_0 82 1W16C8B:/model.4/m/m.0/cv2/act/LeakyRelu_output_0,/model.4/m/m.0/Add_KNOPT_dummy_bn_0_scale_o0 \ RAW_FLOAT:/model.4/m/m.0/Add_KNOPT_dummy_bn_0_bias_o0 1W16C8BHL 0.124538 0.010029 0.0 0.115513 7020 0.010029 0 0.0 819200 0.11451 10240
94 /model.4/m/m.0/Add /model.4/m/m.0/Add NPU 15, 15 8 (op) /model.4/m/m.0/Add 85 1W16C8BHL 1W16C8B 0.212151 0.037389 0.0 0.125938 26172 0.037389 819200 0.11732 409600 0.057442 16640
95 /model.4/m/m.0/Add_split_KNOPT_dummy_bn_1_scale None NPU 8 (weight) /model.4/m/m.0/Add_split_KNOPT_dummy_bn_1_scale
96 /model.4/m/m.0/Add_split_KNOPT_dummy_bn_1_bias NPU 24 (weight) /model.4/m/m.0/Add_split_KNOPT_dummy_bn_1_bias
97 /model.4/m/m.0/Add_split_KNOPT_dummy_bn_1 /model.4/m/m.0/Add NPU 8, 8, 24 15 (op) /model.4/m/m.0/Add_split_KNOPT_dummy_bn_1 93 1W16C8B:/model.4/m/m.0/Add_split_KNOPT_dummy_bn_1_scale_o0,/model.4/m/m.0/Add_output_0 \ RAW_FLOAT:/model.4/m/m.0/Add_split_KNOPT_dummy_bn_1_bias_o0 1W16C8BHL 0.06821 0.009586 0.0 0.060541 6710 0.009586 409600 0.058624 0 0.0 5120
98 /model.4/m/m.0/Add_split_KNOPT_dummy_bn_0_scale None NPU 8 (weight) /model.4/m/m.0/Add_split_KNOPT_dummy_bn_0_scale
99 /model.4/m/m.0/Add_split_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.4/m/m.0/Add_split_KNOPT_dummy_bn_0_bias
100 /model.4/m/m.0/Add_split_KNOPT_dummy_bn_0 /model.4/m/m.0/Add NPU 8, 8, 24 8 (op) /model.4/m/m.0/Add_split_KNOPT_dummy_bn_0 88 1W16C8B:/model.4/m/m.0/Add_split_KNOPT_dummy_bn_0_scale_o0,/model.4/m/m.0/Add_output_0 \ RAW_FLOAT:/model.4/m/m.0/Add_split_KNOPT_dummy_bn_0_bias_o0 1W16C8B 0.068266 0.00963 0.0 0.05948 6741 0.00963 409600 0.058636 0 0.0 5632
101 onnx::Conv_654 onnx::Conv_654 NPU 8 (weight) onnx::Conv_654
102 onnx::Conv_655 onnx::Conv_655 NPU 24 (weight) onnx::Conv_655
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241 /model.6/cv4/act/LeakyRelu /model.6/cv4/act/LeakyRelu NPU 16 8
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259 /model.8/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale None NPU 8 (weight) /model.8/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale
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264 /model.8/m.2/MaxPool_KNX_0 /model.8/m.2/MaxPool NPU 15 15 (op) /model.8/m.2/MaxPool_KNX_0 153 1W16C8BHL 1W16C8BHL 0.011886 0.0 0.011886 0.011886 8320 0.011886 0 0.0 0 0.0 0
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271 /model.8/Concat_KNOPT_dummy_bn_2_bias NPU 24 (weight) /model.8/Concat_KNOPT_dummy_bn_2_bias
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273 /model.8/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale None NPU 8 (weight) /model.8/cv1/act/LeakyRelu_split_KNOPT_dummy_bn_1_scale
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281 /model.8/Concat_KNOPT_dummy_bn_1_bias NPU 24 (weight) /model.8/Concat_KNOPT_dummy_bn_1_bias
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293 /model.8/cv2/act/LeakyRelu /model.8/cv2/act/LeakyRelu NPU 16 8
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300 /model.8/cv2/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale None NPU 8 (weight) /model.8/cv2/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale
301 /model.8/cv2/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.8/cv2/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias
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304 onnx::Conv_706 onnx::Conv_706 NPU 24 (weight) onnx::Conv_706
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306 /model.9/cv1/act/LeakyRelu /model.9/cv1/act/LeakyRelu NPU 16 8
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308 onnx::Conv_709 onnx::Conv_709 NPU 24 (weight) onnx::Conv_709
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310 /model.9/m/m.0/cv1/act/LeakyRelu /model.9/m/m.0/cv1/act/LeakyRelu NPU 16 8
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312 onnx::Conv_712 onnx::Conv_712 NPU 24 (weight) onnx::Conv_712
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318 /model.9/Concat /model.9/Concat NPU 8, 8 8 (op) /model.9/Concat 180 1W16C8B 1W16C8B 0.005063 0.0 0.005063 0.005063 3544 0.005063 0 0.0 0 0.0 0
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320 model.9.bn.bias model.9.bn.bias NPU 24 (weight) model.9.bn.bias
321 model.9.bn.running_mean model.9.bn.running_mean NPU 8 (weight) model.9.bn.running_mean
322 model.9.bn.running_var model.9.bn.running_var NPU 8 (weight) model.9.bn.running_var
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328 /model.9/cv4/act/LeakyRelu /model.9/cv4/act/LeakyRelu NPU 16 8
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330 onnx::Conv_718 onnx::Conv_718 NPU 24 (weight) onnx::Conv_718
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332 /model.10/act/LeakyRelu /model.10/act/LeakyRelu NPU 16 8
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339 /model.11/Resize_KNX_vus_scale None NPU 8 (weight) /model.11/Resize_KNX_vus_scale
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341 /model.11/Resize_KNX_hus_scale None NPU 8 (weight) /model.11/Resize_KNX_hus_scale
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343 /model.12/Concat_KNOPT_dummy_bn_0_scale None NPU 8 (weight) /model.12/Concat_KNOPT_dummy_bn_0_scale
344 /model.12/Concat_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.12/Concat_KNOPT_dummy_bn_0_bias
345 /model.12/Concat_KNOPT_dummy_bn_0 /model.11/Resize NPU 8, 8, 24 8 (op) /model.12/Concat_KNOPT_dummy_bn_0 187 1W16C8B:/model.11/Resize_output_0,/model.12/Concat_KNOPT_dummy_bn_0_scale_o0 \ RAW_FLOAT:/model.12/Concat_KNOPT_dummy_bn_0_bias_o0 1W16C8B 0.066841 0.009586 0.0 0.058213 6710 0.009586 0 0.0 409600 0.057255 20480
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348 /model.12/Concat_split_KNOPT_dummy_bn_1_bias NPU 24 (weight) /model.12/Concat_split_KNOPT_dummy_bn_1_bias
349 /model.12/Concat_split_KNOPT_dummy_bn_1 /model.12/Concat NPU 8, 8, 24 8 (op) /model.12/Concat_split_KNOPT_dummy_bn_1 198 1W16C8B:/model.12/Concat_split_KNOPT_dummy_bn_1_scale_o0,/model.12/Concat_output_0 \ RAW_FLOAT:/model.12/Concat_split_KNOPT_dummy_bn_1_bias_o0 1W16C8B 0.267371 0.020057 0.0 0.131068 14040 0.020057 819200 0.119406 819200 0.116617 163840
350 model.13.cv2.weight model.13.cv2.weight NPU 8 (weight) model.13.cv2.weight
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354 /model.12/Concat_split_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.12/Concat_split_KNOPT_dummy_bn_0_bias
355 /model.12/Concat_split_KNOPT_dummy_bn_0 /model.12/Concat NPU 8, 8, 24 8 (op) /model.12/Concat_split_KNOPT_dummy_bn_0 192 1W16C8B:/model.12/Concat_split_KNOPT_dummy_bn_0_scale_o0,/model.12/Concat_output_0 \ RAW_FLOAT:/model.12/Concat_split_KNOPT_dummy_bn_0_bias_o0 1W16C8B 0.267371 0.020057 0.0 0.131068 14040 0.020057 819200 0.119406 819200 0.116617 163840
356 onnx::Conv_720 onnx::Conv_720 NPU 8 (weight) onnx::Conv_720
357 onnx::Conv_721 onnx::Conv_721 NPU 24 (weight) onnx::Conv_721
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359 /model.13/cv1/act/LeakyRelu /model.13/cv1/act/LeakyRelu NPU 16 8
360 onnx::Conv_723 onnx::Conv_723 NPU 8 (weight) onnx::Conv_723
361 onnx::Conv_724 onnx::Conv_724 NPU 24 (weight) onnx::Conv_724
362 /model.13/m/m.0/cv1/conv/Conv /model.13/m/m.0/cv1/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.13/m/m.0/cv1/conv/Conv_/model.13/m/m.0/cv1/act/LeakyRelu 195 1W16C8B 1W16C8B 0.036783 0.036783 0.0 0.036783 25748 0.036783 0 0.0 0 0.0 34816
363 /model.13/m/m.0/cv1/act/LeakyRelu /model.13/m/m.0/cv1/act/LeakyRelu NPU 16 8
364 onnx::Conv_726 onnx::Conv_726 NPU 8 (weight) onnx::Conv_726
365 onnx::Conv_727 onnx::Conv_727 NPU 24 (weight) onnx::Conv_727
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367 /model.13/m/m.0/cv2/act/LeakyRelu /model.13/m/m.0/cv2/act/LeakyRelu NPU 16 8
368 model.13.cv3.weight model.13.cv3.weight NPU 8 (weight) model.13.cv3.weight
369 bias/model.13/cv3/Conv None NPU 24 (weight) None
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371 /model.13/Concat /model.13/Concat NPU 8, 8 8 (op) /model.13/Concat 201 1W16C8B 1W16C8B 0.039356 0.0 0.010091 0.039356 7064 0.010091 204800 0.029264 0 0.0 0
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373 model.13.bn.bias model.13.bn.bias NPU 24 (weight) model.13.bn.bias
374 model.13.bn.running_mean model.13.bn.running_mean NPU 8 (weight) model.13.bn.running_mean
375 model.13.bn.running_var model.13.bn.running_var NPU 8 (weight) model.13.bn.running_var
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377 /model.13/act/LeakyRelu /model.13/act/LeakyRelu NPU 16 8
378 onnx::Conv_729 onnx::Conv_729 NPU 8 (weight) onnx::Conv_729
379 onnx::Conv_730 onnx::Conv_730 NPU 24 (weight) onnx::Conv_730
380 /model.13/cv4/conv/Conv /model.13/cv4/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.13/cv4/conv/Conv_/model.13/cv4/act/LeakyRelu 203 1W16C8B 1W16C8B 0.146709 0.146709 0.0 0.146709 102696 0.146709 0 0.0 0 0.0 135168
381 /model.13/cv4/act/LeakyRelu /model.13/cv4/act/LeakyRelu NPU 16 8
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383 onnx::Conv_733 onnx::Conv_733 NPU 24 (weight) onnx::Conv_733
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385 /model.14/act/LeakyRelu /model.14/act/LeakyRelu NPU 16 8
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389 /model.14/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale None NPU 8 (weight) /model.14/act/LeakyRelu_split_KNOPT_dummy_bn_0_scale
390 /model.14/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.14/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias
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392 /model.15/Resize_KNX_vus_scale None NPU 8 (weight) /model.15/Resize_KNX_vus_scale
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394 /model.15/Resize_KNX_hus_scale None NPU 8 (weight) /model.15/Resize_KNX_hus_scale
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396 /model.16/Concat_KNOPT_dummy_bn_0_scale None NPU 8 (weight) /model.16/Concat_KNOPT_dummy_bn_0_scale
397 /model.16/Concat_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.16/Concat_KNOPT_dummy_bn_0_bias
398 /model.16/Concat_KNOPT_dummy_bn_0 /model.15/Resize NPU 8, 8, 24 8 (op) /model.16/Concat_KNOPT_dummy_bn_0 209 1W16C8B:/model.16/Concat_KNOPT_dummy_bn_0_scale_o0,/model.15/Resize_output_0 \ RAW_FLOAT:/model.16/Concat_KNOPT_dummy_bn_0_bias_o0 1W16C8B 0.252289 0.020057 0.0 0.123225 14040 0.020057 819200 0.117488 819200 0.114744 40960
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401 /model.16/Concat_split_KNOPT_dummy_bn_1_bias NPU 24 (weight) /model.16/Concat_split_KNOPT_dummy_bn_1_bias
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403 model.17.cv2.weight model.17.cv2.weight NPU 8 (weight) model.17.cv2.weight
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407 /model.16/Concat_split_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.16/Concat_split_KNOPT_dummy_bn_0_bias
408 /model.16/Concat_split_KNOPT_dummy_bn_0 /model.16/Concat NPU 8, 8, 24 8 (op) /model.16/Concat_split_KNOPT_dummy_bn_0 219 1W16C8B:/model.16/Concat_split_KNOPT_dummy_bn_0_scale_o0,/model.16/Concat_output_0 \ RAW_FLOAT:/model.16/Concat_split_KNOPT_dummy_bn_0_bias_o0 1W16C8B 0.272839 0.038343 0.0 0.238331 26840 0.038343 1638400 0.234497 0 0.0 81920
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412 /model.17/cv1/act/LeakyRelu /model.17/cv1/act/LeakyRelu NPU 16 8
413 onnx::Conv_738 onnx::Conv_738 NPU 8 (weight) onnx::Conv_738
414 onnx::Conv_739 onnx::Conv_739 NPU 24 (weight) onnx::Conv_739
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447 onnx::Conv_748 onnx::Conv_748 NPU 24 (weight) onnx::Conv_748
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466 /model.20/cv1/act/LeakyRelu /model.20/cv1/act/LeakyRelu NPU 16 8
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468 onnx::Conv_754 onnx::Conv_754 NPU 24 (weight) onnx::Conv_754
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472 onnx::Conv_757 onnx::Conv_757 NPU 24 (weight) onnx::Conv_757
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480 model.20.bn.bias model.20.bn.bias NPU 24 (weight) model.20.bn.bias
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488 /model.20/cv4/act/LeakyRelu /model.20/cv4/act/LeakyRelu NPU 16 8
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492 model.24.m.1.weight model.24.m.1.weight NPU 8 (weight) model.24.m.1.weight
493 model.24.m.1.bias model.24.m.1.bias NPU 24 (weight) model.24.m.1.bias
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495 /model.24/Sigmoid_1 /model.24/Sigmoid_1 NPU 16 8 (op) /model.24/Sigmoid_1_KNERON_REFORMAT_next_0 284 1W16C8B 1W16C8B_CH_COMPACT 0.033742 0.0 0.005114 0.02965 3580 0.005114 0 0.0 204800 0.028627 0
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498 /model.20/cv4/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias NPU 24 (weight) /model.20/cv4/act/LeakyRelu_split_KNOPT_dummy_bn_0_bias
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500 onnx::Conv_762 onnx::Conv_762 NPU 8 (weight) onnx::Conv_762
501 onnx::Conv_763 onnx::Conv_763 NPU 24 (weight) onnx::Conv_763
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512 bias/model.23/cv2/Conv None NPU 24 (weight) None
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535 model.23.bn.running_mean model.23.bn.running_mean NPU 8 (weight) model.23.bn.running_mean
536 model.23.bn.running_var model.23.bn.running_var NPU 8 (weight) model.23.bn.running_var
537 /model.23/bn/BatchNormalization /model.23/bn/BatchNormalization NPU 8, 8, 24, 8, 8 16 (op) npu_fusion_node_/model.23/bn/BatchNormalization_/model.23/act/LeakyRelu 277 1W16C8B 1W16C8B 0.004616 0.004616 0.0 0.004616 3231 0.004616 0 0.0 0 0.0 4096
538 /model.23/act/LeakyRelu /model.23/act/LeakyRelu NPU 16 8
539 onnx::Conv_774 onnx::Conv_774 NPU 8 (weight) onnx::Conv_774
540 onnx::Conv_775 onnx::Conv_775 NPU 24 (weight) onnx::Conv_775
541 /model.23/cv4/conv/Conv /model.23/cv4/conv/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.23/cv4/conv/Conv_/model.23/cv4/act/LeakyRelu 278 1W16C8B 1W16C8B 0.146563 0.146563 0.0 0.146563 102594 0.146563 0 0.0 0 0.0 266240
542 /model.23/cv4/act/LeakyRelu /model.23/cv4/act/LeakyRelu NPU 16 8
543 model.24.m.2.weight model.24.m.2.weight NPU 8 (weight) model.24.m.2.weight
544 model.24.m.2.bias model.24.m.2.bias NPU 24 (weight) model.24.m.2.bias
545 /model.24/m.2/Conv /model.24/m.2/Conv NPU 8, 8, 24 16 (op) npu_fusion_node_/model.24/m.2/Conv_/model.24/Sigmoid_2 280 1W16C8B 1W16C8B 0.040106 0.040106 0.0 0.040106 28074 0.040106 0 0.0 0 0.0 66560
546 /model.24/Sigmoid_2 /model.24/Sigmoid_2 NPU 16 8 (op) /model.24/Sigmoid_2_KNERON_REFORMAT_next_0 281 1W16C8B 1W16C8B_CH_COMPACT 0.008428 0.0 0.001274 0.008428 892 0.001274 0 0.0 51200 0.007154 0
547 NPU 16 8 (op) npu_fusion_node_/model.24/m.2/Conv_/model.24/Sigmoid_2 280 1W16C8B 1W16C8B 0.040106 0.040106 0.0 0.040106 28074 0.040106 0 0.0 0 0.0 66560