NCS 2.08.01 Tensorflow Examples Make Log
From wikidb
eepp@sisters:inception_v3$ make all
test -f output/inception-v3.meta || ((wget http://download.tensorflow.org/models/inception_v3_2016_08_28.tar.gz && tar zxf inception_v3_2016_08_28.tar.gz && rm inception_v3_2016_08_28.tar.gz) && ./inception-v3.py)
mvNCProfile --new-parser -s 4 output/inception-v3.meta -in=input -on=InceptionV3/Predictions/Reshape_1
/usr/local/bin/ncsdk/Controllers/Parsers/TensorFlowParser/Convolution.py:46: SyntaxWarning: assertion is always true, perhaps remove parentheses?
assert(False, "Layer type not supported by Convolution: " + obj.type)
/usr/local/bin/ncsdk/Controllers/Parsers/Phases.py:322: SyntaxWarning: assertion is always true, perhaps remove parentheses?
assert(len(pred) == 1, "Slice not supported to have >1 predecessors")
mvNCProfile v02.00, Copyright @ Intel Corporation 2017
****** Info: No Weights provided. inferred path: output/inception-v3.data-00000-of-00001******
output/inception-v3.meta
2019-01-28 19:44:21.402450: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
output tensor shape (1, 1, 1, 1001)
Fusing DeptwiseConv + Pointwise Convolution into plain Convolution
Fusing Add and Batch after Convolution
Fusing Pad and Convolution2D
Fusing BatchNorm and Scale after Convolution
Replacing BN with Bias&Scale
Fusing Permute and Flatten
Fusing Eltwise and Relu
Eliminate layers that have been parsed as NoOp
Evaluating input and weigths for each hw layer
--------------------------------------
----------------------
----------------------
# Network Input tensors ['input:0#327']
# Network Output tensors ['InceptionV3/Predictions/Reshape_1:0#653']
Blob generated
USB: Transferring Data...
Time to Execute : 599.49 ms
USB: Myriad Execution Finished
Time to Execute : 574.04 ms
USB: Myriad Execution Finished
Output is in Channel Minor format
USB: Myriad Connection Closing.
USB: Myriad Connection Closed.
Network Summary
Detailed Per Layer Profile
Bandwidth time
# Name MFLOPs (MB/s) (ms)
==============================================================================
0 input 0.0 0.0 0.004
1 InceptionV3/InceptionV3/Conv2d_1a_3x3/Conv2D 38.4 113.3 4.529
2 InceptionV3/InceptionV3/Conv2d_1a_3x3/Relu 2.1 1898.3 0.714
3 InceptionV3/InceptionV3/Conv2d_2a_3x3/Conv2D 398.3 69.7 19.703
4 InceptionV3/InceptionV3/Conv2d_2a_3x3/Relu 2.1 1897.5 0.695
5 InceptionV3/InceptionV3/Conv2d_2b_3x3/Conv2D 796.6 38.0 35.626
6 InceptionV3/InceptionV3/Conv2d_2b_3x3/Relu 4.1 1930.3 1.367
7 ...ptionV3/InceptionV3/MaxPool_3a_3x3/MaxPool 3.1 1440.1 1.832
8 InceptionV3/InceptionV3/Conv2d_3b_1x1/Conv2D 54.6 222.7 2.966
9 InceptionV3/InceptionV3/Conv2d_3b_1x1/Relu 1.3 1857.1 0.438
10 InceptionV3/InceptionV3/Conv2d_4a_3x3/Conv2D 1393.7 19.6 55.041
11 InceptionV3/InceptionV3/Conv2d_4a_3x3/Relu 2.9 1915.1 0.964
12 ...ptionV3/InceptionV3/MaxPool_5a_3x3/MaxPool 2.1 1284.2 1.438
13 ...nV3/Mixed_5b/Branch_0/Conv2d_0a_1x1/Conv2D 30.1 356.3 1.325
14 ...ionV3/Mixed_5b/Branch_0/Conv2d_0a_1x1/Relu 0.2 1626.0 0.092
15 ...nV3/Mixed_5b/Branch_1/Conv2d_0a_1x1/Conv2D 22.6 451.0 1.034
16 ...ionV3/Mixed_5b/Branch_1/Conv2d_0a_1x1/Relu 0.2 1500.7 0.075
17 ...nV3/Mixed_5b/Branch_1/Conv2d_0b_5x5/Conv2D 188.2 29.7 8.698
18 ...ionV3/Mixed_5b/Branch_1/Conv2d_0b_5x5/Relu 0.2 1627.5 0.092
19 ...nV3/Mixed_5b/Branch_2/Conv2d_0a_1x1/Conv2D 30.1 355.6 1.328
20 ...ionV3/Mixed_5b/Branch_2/Conv2d_0a_1x1/Relu 0.2 1599.7 0.094
21 ...nV3/Mixed_5b/Branch_2/Conv2d_0b_3x3/Conv2D 135.5 29.3 8.704
22 ...ionV3/Mixed_5b/Branch_2/Conv2d_0b_3x3/Relu 0.4 1718.4 0.131
23 ...nV3/Mixed_5b/Branch_2/Conv2d_0c_3x3/Conv2D 203.2 43.1 8.889
24 ...ionV3/Mixed_5b/Branch_2/Conv2d_0c_3x3/Relu 0.4 1691.8 0.133
25 ...3/Mixed_5b/Branch_3/AvgPool_0a_3x3/AvgPool 4.2 594.1 0.756
26 ...nV3/Mixed_5b/Branch_3/Conv2d_0b_1x1/Conv2D 15.1 606.6 0.759
27 ...ionV3/Mixed_5b/Branch_3/Conv2d_0b_1x1/Relu 0.1 1337.1 0.056
28 ...nV3/Mixed_5c/Branch_0/Conv2d_0a_1x1/Conv2D 40.1 360.3 1.747
29 ...ionV3/Mixed_5c/Branch_0/Conv2d_0a_1x1/Relu 0.2 1623.1 0.092
30 ...nV3/Mixed_5c/Branch_1/Conv2d_0b_1x1/Conv2D 30.1 478.5 1.299
31 ...ionV3/Mixed_5c/Branch_1/Conv2d_0b_1x1/Relu 0.2 1498.5 0.075
32 ...nV3/Mixed_5c/Branch_1/Conv_1_0c_5x5/Conv2D 188.2 29.7 8.702
33 ...ionV3/Mixed_5c/Branch_1/Conv_1_0c_5x5/Relu 0.2 1617.2 0.093
34 ...nV3/Mixed_5c/Branch_2/Conv2d_0a_1x1/Conv2D 40.1 356.7 1.765
35 ...ionV3/Mixed_5c/Branch_2/Conv2d_0a_1x1/Relu 0.2 1603.5 0.093
36 ...nV3/Mixed_5c/Branch_2/Conv2d_0b_3x3/Conv2D 135.5 29.3 8.698
37 ...ionV3/Mixed_5c/Branch_2/Conv2d_0b_3x3/Relu 0.4 1703.6 0.132
38 ...nV3/Mixed_5c/Branch_2/Conv2d_0c_3x3/Conv2D 203.2 43.0 8.890
39 ...ionV3/Mixed_5c/Branch_2/Conv2d_0c_3x3/Relu 0.4 1705.0 0.132
40 ...3/Mixed_5c/Branch_3/AvgPool_0a_3x3/AvgPool 5.6 617.3 0.970
41 ...nV3/Mixed_5c/Branch_3/Conv2d_0b_1x1/Conv2D 40.1 357.4 1.761
42 ...ionV3/Mixed_5c/Branch_3/Conv2d_0b_1x1/Relu 0.2 1617.5 0.093
43 ...nV3/Mixed_5d/Branch_0/Conv2d_0a_1x1/Conv2D 45.2 361.7 1.958
44 ...ionV3/Mixed_5d/Branch_0/Conv2d_0a_1x1/Relu 0.2 1629.1 0.092
45 ...nV3/Mixed_5d/Branch_1/Conv2d_0a_1x1/Conv2D 33.9 476.1 1.469
46 ...ionV3/Mixed_5d/Branch_1/Conv2d_0a_1x1/Relu 0.2 1499.9 0.075
47 ...nV3/Mixed_5d/Branch_1/Conv2d_0b_5x5/Conv2D 188.2 29.8 8.688
48 ...ionV3/Mixed_5d/Branch_1/Conv2d_0b_5x5/Relu 0.2 1617.6 0.093
49 ...nV3/Mixed_5d/Branch_2/Conv2d_0a_1x1/Conv2D 45.2 362.1 1.956
50 ...ionV3/Mixed_5d/Branch_2/Conv2d_0a_1x1/Relu 0.2 1618.7 0.092
51 ...nV3/Mixed_5d/Branch_2/Conv2d_0b_3x3/Conv2D 135.5 29.3 8.702
52 ...ionV3/Mixed_5d/Branch_2/Conv2d_0b_3x3/Relu 0.4 1706.7 0.132
53 ...nV3/Mixed_5d/Branch_2/Conv2d_0c_3x3/Conv2D 203.2 43.0 8.890
54 ...ionV3/Mixed_5d/Branch_2/Conv2d_0c_3x3/Relu 0.4 1706.0 0.132
55 ...3/Mixed_5d/Branch_3/AvgPool_0a_3x3/AvgPool 6.4 600.5 1.122
56 ...nV3/Mixed_5d/Branch_3/Conv2d_0b_1x1/Conv2D 45.2 360.9 1.962
57 ...ionV3/Mixed_5d/Branch_3/Conv2d_0b_1x1/Relu 0.2 1624.3 0.092
58 ...nV3/Mixed_6a/Branch_0/Conv2d_1a_1x1/Conv2D 575.3 101.9 25.241
59 ...ionV3/Mixed_6a/Branch_0/Conv2d_1a_1x1/Relu 0.3 1700.0 0.125
60 ...nV3/Mixed_6a/Branch_1/Conv2d_0a_1x1/Conv2D 45.2 362.3 1.955
61 ...ionV3/Mixed_6a/Branch_1/Conv2d_0a_1x1/Relu 0.2 1610.4 0.093
62 ...nV3/Mixed_6a/Branch_1/Conv2d_0b_3x3/Conv2D 135.5 29.3 8.697
63 ...ionV3/Mixed_6a/Branch_1/Conv2d_0b_3x3/Relu 0.4 1711.5 0.131
64 ...nV3/Mixed_6a/Branch_1/Conv2d_1a_1x1/Conv2D 47.9 156.6 2.443
65 ...ionV3/Mixed_6a/Branch_1/Conv2d_1a_1x1/Relu 0.1 1264.7 0.042
66 ...3/Mixed_6a/Branch_2/MaxPool_1a_3x3/MaxPool 0.7 1416.2 0.476
67 ...V3/Mixed_6b/Branch_0/Conv2d_0a_1x1/Conv2D 85.2 189.9 3.712
68 ...onV3/Mixed_6b/Branch_0/Conv2d_0a_1x1/Relu 0.2 1498.6 0.071
69 ...V3/Mixed_6b/Branch_1/Conv2d_0a_1x1/Conv2D 56.8 235.6 2.593
70 ...onV3/Mixed_6b/Branch_1/Conv2d_0a_1x1/Relu 0.1 1350.4 0.052
71 ...V3/Mixed_6b/Branch_1/Conv2d_0b_1x7/Conv2D 66.3 80.2 3.610
72 ...onV3/Mixed_6b/Branch_1/Conv2d_0b_1x7/Relu 0.1 1355.1 0.052
73 ...V3/Mixed_6b/Branch_1/Conv2d_0c_7x1/Conv2D 99.4 88.8 4.494
74 ...onV3/Mixed_6b/Branch_1/Conv2d_0c_7x1/Relu 0.2 1504.6 0.071
75 ...V3/Mixed_6b/Branch_2/Conv2d_0a_1x1/Conv2D 56.8 235.5 2.595
76 ...onV3/Mixed_6b/Branch_2/Conv2d_0a_1x1/Relu 0.1 1362.2 0.052
77 ...V3/Mixed_6b/Branch_2/Conv2d_0b_7x1/Conv2D 66.3 81.5 3.555
78 ...onV3/Mixed_6b/Branch_2/Conv2d_0b_7x1/Relu 0.1 1341.0 0.053
79 ...V3/Mixed_6b/Branch_2/Conv2d_0c_1x7/Conv2D 66.3 80.2 3.611
80 ...onV3/Mixed_6b/Branch_2/Conv2d_0c_1x7/Relu 0.1 1319.1 0.054
81 ...V3/Mixed_6b/Branch_2/Conv2d_0d_7x1/Conv2D 66.3 81.4 3.557
82 ...onV3/Mixed_6b/Branch_2/Conv2d_0d_7x1/Relu 0.1 1365.2 0.052
83 ...V3/Mixed_6b/Branch_2/Conv2d_0e_1x7/Conv2D 99.4 87.8 4.545
84 ...onV3/Mixed_6b/Branch_2/Conv2d_0e_1x7/Relu 0.2 1517.5 0.070
85 .../Mixed_6b/Branch_3/AvgPool_0a_3x3/AvgPool 4.0 529.3 0.803
86 ...V3/Mixed_6b/Branch_3/Conv2d_0b_1x1/Conv2D 85.2 190.0 3.710
87 ...onV3/Mixed_6b/Branch_3/Conv2d_0b_1x1/Relu 0.2 1512.0 0.070
88 ...V3/Mixed_6c/Branch_0/Conv2d_0a_1x1/Conv2D 85.2 190.0 3.710
89 ...onV3/Mixed_6c/Branch_0/Conv2d_0a_1x1/Relu 0.2 1505.5 0.071
90 ...V3/Mixed_6c/Branch_1/Conv2d_0a_1x1/Conv2D 71.0 169.5 3.883
91 ...onV3/Mixed_6c/Branch_1/Conv2d_0a_1x1/Relu 0.1 1437.8 0.062
92 ...V3/Mixed_6c/Branch_1/Conv2d_0b_1x7/Conv2D 103.6 69.3 6.208
93 ...onV3/Mixed_6c/Branch_1/Conv2d_0b_1x7/Relu 0.1 1338.4 0.066
94 ...V3/Mixed_6c/Branch_1/Conv2d_0c_7x1/Conv2D 124.3 84.3 5.918
95 ...onV3/Mixed_6c/Branch_1/Conv2d_0c_7x1/Relu 0.2 1434.5 0.074
96 ...V3/Mixed_6c/Branch_2/Conv2d_0a_1x1/Conv2D 71.0 168.4 3.909
97 ...onV3/Mixed_6c/Branch_2/Conv2d_0a_1x1/Relu 0.1 1419.4 0.062
98 ...V3/Mixed_6c/Branch_2/Conv2d_0b_7x1/Conv2D 103.6 70.1 6.139
99 ...onV3/Mixed_6c/Branch_2/Conv2d_0b_7x1/Relu 0.1 1359.2 0.065
100 ...V3/Mixed_6c/Branch_2/Conv2d_0c_1x7/Conv2D 103.6 69.1 6.227
101 ...onV3/Mixed_6c/Branch_2/Conv2d_0c_1x7/Relu 0.1 1352.8 0.065
102 ...V3/Mixed_6c/Branch_2/Conv2d_0d_7x1/Conv2D 103.6 69.9 6.159
103 ...onV3/Mixed_6c/Branch_2/Conv2d_0d_7x1/Relu 0.1 1357.4 0.065
104 ...V3/Mixed_6c/Branch_2/Conv2d_0e_1x7/Conv2D 124.3 83.3 5.989
105 ...onV3/Mixed_6c/Branch_2/Conv2d_0e_1x7/Relu 0.2 1417.6 0.075
106 .../Mixed_6c/Branch_3/AvgPool_0a_3x3/AvgPool 4.0 510.1 0.833
107 ...V3/Mixed_6c/Branch_3/Conv2d_0b_1x1/Conv2D 85.2 188.3 3.745
108 ...onV3/Mixed_6c/Branch_3/Conv2d_0b_1x1/Relu 0.2 1499.4 0.071
109 ...V3/Mixed_6d/Branch_0/Conv2d_0a_1x1/Conv2D 85.2 190.0 3.711
110 ...onV3/Mixed_6d/Branch_0/Conv2d_0a_1x1/Relu 0.2 1503.5 0.071
111 ...V3/Mixed_6d/Branch_1/Conv2d_0a_1x1/Conv2D 71.0 169.6 3.881
112 ...onV3/Mixed_6d/Branch_1/Conv2d_0a_1x1/Relu 0.1 1436.7 0.062
113 ...V3/Mixed_6d/Branch_1/Conv2d_0b_1x7/Conv2D 103.6 69.4 6.204
114 ...onV3/Mixed_6d/Branch_1/Conv2d_0b_1x7/Relu 0.1 1333.6 0.066
115 ...V3/Mixed_6d/Branch_1/Conv2d_0c_7x1/Conv2D 124.3 84.3 5.916
116 ...onV3/Mixed_6d/Branch_1/Conv2d_0c_7x1/Relu 0.2 1428.4 0.074
117 ...V3/Mixed_6d/Branch_2/Conv2d_0a_1x1/Conv2D 71.0 168.2 3.911
118 ...onV3/Mixed_6d/Branch_2/Conv2d_0a_1x1/Relu 0.1 1445.4 0.061
119 ...V3/Mixed_6d/Branch_2/Conv2d_0b_7x1/Conv2D 103.6 70.1 6.143
120 ...onV3/Mixed_6d/Branch_2/Conv2d_0b_7x1/Relu 0.1 1335.3 0.066
121 ...V3/Mixed_6d/Branch_2/Conv2d_0c_1x7/Conv2D 103.6 69.1 6.225
122 ...onV3/Mixed_6d/Branch_2/Conv2d_0c_1x7/Relu 0.1 1334.0 0.066
123 ...V3/Mixed_6d/Branch_2/Conv2d_0d_7x1/Conv2D 103.6 69.9 6.155
124 ...onV3/Mixed_6d/Branch_2/Conv2d_0d_7x1/Relu 0.1 1337.8 0.066
125 ...V3/Mixed_6d/Branch_2/Conv2d_0e_1x7/Conv2D 124.3 83.4 5.983
126 ...onV3/Mixed_6d/Branch_2/Conv2d_0e_1x7/Relu 0.2 1436.2 0.074
127 .../Mixed_6d/Branch_3/AvgPool_0a_3x3/AvgPool 4.0 512.3 0.829
128 ...V3/Mixed_6d/Branch_3/Conv2d_0b_1x1/Conv2D 85.2 188.4 3.741
129 ...onV3/Mixed_6d/Branch_3/Conv2d_0b_1x1/Relu 0.2 1506.7 0.070
130 ...V3/Mixed_6e/Branch_0/Conv2d_0a_1x1/Conv2D 85.2 190.0 3.711
131 ...onV3/Mixed_6e/Branch_0/Conv2d_0a_1x1/Relu 0.2 1524.5 0.070
132 ...V3/Mixed_6e/Branch_1/Conv2d_0a_1x1/Conv2D 85.2 189.9 3.712
133 ...onV3/Mixed_6e/Branch_1/Conv2d_0a_1x1/Relu 0.2 1486.6 0.071
134 ...V3/Mixed_6e/Branch_1/Conv2d_0b_1x7/Conv2D 149.2 87.9 6.805
135 ...onV3/Mixed_6e/Branch_1/Conv2d_0b_1x7/Relu 0.2 1501.5 0.071
136 ...V3/Mixed_6e/Branch_1/Conv2d_0c_7x1/Conv2D 149.2 89.1 6.714
137 ...onV3/Mixed_6e/Branch_1/Conv2d_0c_7x1/Relu 0.2 1499.3 0.071
138 ...V3/Mixed_6e/Branch_2/Conv2d_0a_1x1/Conv2D 85.2 190.0 3.710
139 ...onV3/Mixed_6e/Branch_2/Conv2d_0a_1x1/Relu 0.2 1493.0 0.071
140 ...V3/Mixed_6e/Branch_2/Conv2d_0b_7x1/Conv2D 149.2 89.1 6.716
141 ...onV3/Mixed_6e/Branch_2/Conv2d_0b_7x1/Relu 0.2 1484.5 0.072
142 ...V3/Mixed_6e/Branch_2/Conv2d_0c_1x7/Conv2D 149.2 87.9 6.805
143 ...onV3/Mixed_6e/Branch_2/Conv2d_0c_1x7/Relu 0.2 1479.1 0.072
144 ...V3/Mixed_6e/Branch_2/Conv2d_0d_7x1/Conv2D 149.2 89.1 6.718
145 ...onV3/Mixed_6e/Branch_2/Conv2d_0d_7x1/Relu 0.2 1498.3 0.071
146 ...V3/Mixed_6e/Branch_2/Conv2d_0e_1x7/Conv2D 149.2 87.9 6.805
147 ...onV3/Mixed_6e/Branch_2/Conv2d_0e_1x7/Relu 0.2 1499.0 0.071
148 .../Mixed_6e/Branch_3/AvgPool_0a_3x3/AvgPool 4.0 510.6 0.832
149 ...V3/Mixed_6e/Branch_3/Conv2d_0b_1x1/Conv2D 85.2 190.1 3.708
150 ...onV3/Mixed_6e/Branch_3/Conv2d_0b_1x1/Relu 0.2 1506.3 0.071
151 ...V3/Mixed_7a/Branch_0/Conv2d_0a_1x1/Conv2D 85.2 190.0 3.711
152 ...onV3/Mixed_7a/Branch_0/Conv2d_0a_1x1/Relu 0.2 1481.6 0.072
153 ...V3/Mixed_7a/Branch_0/Conv2d_1a_3x3/Conv2D 70.8 333.5 3.481
154 ...onV3/Mixed_7a/Branch_0/Conv2d_1a_3x3/Relu 0.1 1117.7 0.035
155 ...V3/Mixed_7a/Branch_1/Conv2d_0a_1x1/Conv2D 85.2 190.0 3.711
156 ...onV3/Mixed_7a/Branch_1/Conv2d_0a_1x1/Relu 0.2 1506.3 0.071
157 ...V3/Mixed_7a/Branch_1/Conv2d_0b_1x7/Conv2D 149.2 87.9 6.807
158 ...onV3/Mixed_7a/Branch_1/Conv2d_0b_1x7/Relu 0.2 1493.1 0.071
159 ...V3/Mixed_7a/Branch_1/Conv2d_0c_7x1/Conv2D 149.2 89.1 6.715
160 ...onV3/Mixed_7a/Branch_1/Conv2d_0c_7x1/Relu 0.2 1475.2 0.072
161 ...V3/Mixed_7a/Branch_1/Conv2d_1a_3x3/Conv2D 42.5 341.7 2.163
162 ...onV3/Mixed_7a/Branch_1/Conv2d_1a_3x3/Relu 0.0 803.5 0.030
163 .../Mixed_7a/Branch_2/MaxPool_1a_3x3/MaxPool 0.4 1271.3 0.334
164 ...V3/Mixed_7b/Branch_0/Conv2d_0a_1x1/Conv2D 52.4 350.7 2.675
165 ...onV3/Mixed_7b/Branch_0/Conv2d_0a_1x1/Relu 0.1 992.6 0.040
166 ...V3/Mixed_7b/Branch_1/Conv2d_0a_1x1/Conv2D 62.9 361.6 3.027
167 ...onV3/Mixed_7b/Branch_1/Conv2d_0a_1x1/Relu 0.1 1075.8 0.044
168 ...V3/Mixed_7b/Branch_1/Conv2d_0b_1x3/Conv2D 56.6 309.8 2.877
169 ...onV3/Mixed_7b/Branch_1/Conv2d_0b_1x3/Relu 0.1 1186.7 0.040
170 ...V3/Mixed_7b/Branch_1/Conv2d_0b_3x1/Conv2D 56.6 313.6 2.842
171 ...onV3/Mixed_7b/Branch_1/Conv2d_0b_3x1/Relu 0.1 1189.8 0.040
172 ...V3/Mixed_7b/Branch_2/Conv2d_0a_1x1/Conv2D 73.4 341.0 3.668
173 ...onV3/Mixed_7b/Branch_2/Conv2d_0a_1x1/Relu 0.1 1171.9 0.047
174 ...V3/Mixed_7b/Branch_2/Conv2d_0b_3x3/Conv2D 198.2 342.2 8.791
175 ...onV3/Mixed_7b/Branch_2/Conv2d_0b_3x3/Relu 0.1 1194.0 0.040
176 ...V3/Mixed_7b/Branch_2/Conv2d_0c_1x3/Conv2D 56.6 312.4 2.853
177 ...onV3/Mixed_7b/Branch_2/Conv2d_0c_1x3/Relu 0.1 1206.1 0.039
178 ...V3/Mixed_7b/Branch_2/Conv2d_0d_3x1/Conv2D 56.6 314.8 2.831
179 ...onV3/Mixed_7b/Branch_2/Conv2d_0d_3x1/Relu 0.1 1191.0 0.040
180 .../Mixed_7b/Branch_3/AvgPool_0a_3x3/AvgPool 1.5 370.6 0.428
181 ...V3/Mixed_7b/Branch_3/Conv2d_0b_1x1/Conv2D 31.5 367.4 1.702
182 ...onV3/Mixed_7b/Branch_3/Conv2d_0b_1x1/Relu 0.0 705.6 0.034
183 ...V3/Mixed_7c/Branch_0/Conv2d_0a_1x1/Conv2D 83.9 388.6 3.862
184 ...onV3/Mixed_7c/Branch_0/Conv2d_0a_1x1/Relu 0.1 1118.6 0.035
185 ...V3/Mixed_7c/Branch_1/Conv2d_0a_1x1/Conv2D 100.7 403.2 4.343
186 ...onV3/Mixed_7c/Branch_1/Conv2d_0a_1x1/Relu 0.1 1099.8 0.043
187 ...V3/Mixed_7c/Branch_1/Conv2d_0b_1x3/Conv2D 56.6 311.7 2.859
188 ...onV3/Mixed_7c/Branch_1/Conv2d_0b_1x3/Relu 0.1 1187.9 0.040
189 ...V3/Mixed_7c/Branch_1/Conv2d_0c_3x1/Conv2D 56.6 314.1 2.838
190 ...onV3/Mixed_7c/Branch_1/Conv2d_0c_3x1/Relu 0.1 1199.0 0.040
191 ...V3/Mixed_7c/Branch_2/Conv2d_0a_1x1/Conv2D 117.4 370.8 5.396
192 ...onV3/Mixed_7c/Branch_2/Conv2d_0a_1x1/Relu 0.1 1236.5 0.045
193 ...V3/Mixed_7c/Branch_2/Conv2d_0b_3x3/Conv2D 198.2 343.1 8.768
194 ...onV3/Mixed_7c/Branch_2/Conv2d_0b_3x3/Relu 0.1 1199.5 0.040
195 ...V3/Mixed_7c/Branch_2/Conv2d_0c_1x3/Conv2D 56.6 313.3 2.845
196 ...onV3/Mixed_7c/Branch_2/Conv2d_0c_1x3/Relu 0.1 1202.5 0.040
197 ...V3/Mixed_7c/Branch_2/Conv2d_0d_3x1/Conv2D 56.6 314.0 2.838
198 ...onV3/Mixed_7c/Branch_2/Conv2d_0d_3x1/Relu 0.1 1200.3 0.040
199 .../Mixed_7c/Branch_3/AvgPool_0a_3x3/AvgPool 2.4 390.6 0.650
200 ...V3/Mixed_7c/Branch_3/Conv2d_0b_1x1/Conv2D 50.3 430.7 2.323
201 ...onV3/Mixed_7c/Branch_3/Conv2d_0b_1x1/Relu 0.0 793.5 0.030
202 InceptionV3/Logits/AvgPool_1a_8x8/AvgPool 0.3 1068.3 0.238
203 InceptionV3/Logits/Dropout_1b/Identity 0.0 0.0 0.001
204 InceptionV3/Logits/Conv2d_1c_1x1/Conv2D 4.1 1327.5 2.950
205 InceptionV3/Predictions/Reshape 0.0 456.0 0.008
206 InceptionV3/Predictions/Softmax 0.0 19.7 0.194
207 InceptionV3/Predictions/Reshape_1 0.0 625.1 0.006
------------------------------------------------------------------------------
Total inference time 567.58
------------------------------------------------------------------------------
Generating Profile Report 'output_report.html'...
mvNCCheck --new-parser -s 4 output/inception-v3.meta -in=input -on=InceptionV3/Predictions/Reshape_1 -i ../../data/images/cat.jpg -metric top1 -cs 0,1,2
/usr/local/bin/ncsdk/Controllers/Parsers/TensorFlowParser/Convolution.py:46: SyntaxWarning: assertion is always true, perhaps remove parentheses?
assert(False, "Layer type not supported by Convolution: " + obj.type)
/usr/local/bin/ncsdk/Controllers/Parsers/Phases.py:322: SyntaxWarning: assertion is always true, perhaps remove parentheses?
assert(len(pred) == 1, "Slice not supported to have >1 predecessors")
mvNCCheck v02.00, Copyright @ Intel Corporation 2017
****** Info: No Weights provided. inferred path: output/inception-v3.data-00000-of-00001******
output/inception-v3.meta
2019-01-28 19:45:04.268415: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
output tensor shape (1, 1, 1, 1001)
/usr/local/lib/python3.5/dist-packages/skimage/transform/_warps.py:84: UserWarning: The default mode, 'constant', will be changed to 'reflect' in skimage 0.15.
Fusing DeptwiseConv + Pointwise Convolution into plain Convolution
Fusing Add and Batch after Convolution
Fusing Pad and Convolution2D
Fusing BatchNorm and Scale after Convolution
Replacing BN with Bias&Scale
Fusing Permute and Flatten
Fusing Eltwise and Relu
Eliminate layers that have been parsed as NoOp
Evaluating input and weigths for each hw layer
--------------------------------------
----------------------
----------------------
# Network Input tensors ['input:0#327']
# Network Output tensors ['InceptionV3/Predictions/Reshape_1:0#653']
Blob generated
USB: Transferring Data...
USB: Myriad Execution Finished
Output is in Channel Minor format
USB: Myriad Connection Closing.
USB: Myriad Connection Closed.
Result: Validation Pass
Result: (1, 1001, 1, 1)
1) 282 0.55518
Expected: (1, 1001, 1, 1)
1) 282 0.557058
------------------------------------------------------------
Obtained values
------------------------------------------------------------
Obtained Min Pixel Accuracy: 1.3701457530260086% (max allowed=2%), Pass
Obtained Average Pixel Accuracy: 0.004969913425156847% (max allowed=1%), Pass
Obtained Percentage of wrong values: 0.0% (max allowed=0%), Pass
Obtained Pixel-wise L2 error: 0.045137492677846704% (max allowed=1%), Pass
Obtained Global Sum Difference: 0.027712993323802948
------------------------------------------------------------
test -f graph || mvNCCompile --new-parser -s 4 output/inception-v3.meta -in=input -on=InceptionV3/Predictions/Reshape_1
