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GPU Kernel Information Aggregated by Layer

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layer_index	layer_name	layer_type	layer_duration (us)	layer_gpu_duration (us)	layer_cpu_duration (us)	layer_flops	layer_dram_read_bytes	layer_dram_write_bytes	layer_achieved_occupancy (%)	layer_arithmetic_intensity (flops/byte)	layer_arithmetic_throughput (GFlops)	layer_memory_bound

layer_index	layer_name	layer_type	layer_duration (us)	layer_gpu_duration (us)	layer_cpu_duration (us)	layer_flops	layer_dram_read_bytes	layer_dram_write_bytes	layer_achieved_occupancy (%)	layer_arithmetic_intensity (flops/byte)	layer_arithmetic_throughput (GFlops)	layer_memory_bound
1	Pad	Pad	88.67	9.00	79.67	0	13312.00	354346.67	46.20	0.00	0.00	true
2	convolution-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	51.33	6.00	45.33	0	6944.00	564469.33	61.80	0.00	0.00	true
3	convolution	Conv2D	222.00	46.67	175.33	244858880	239178.67	2803744.00	23.34	80.47	5246.94	false
4	add	Add	42.33	6.00	36.33	802816	2901.33	1398581.33	83.30	0.57	133.80	true
5	conv1/relu_7x7	Relu	32.00	5.00	27.00	0	1024.00	965536.00	75.40	0.00	0.00	true
6	conv1/relu_7x7-0-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	36.00	8.00	28.00	0	9130.67	2977706.67	68.60	0.00	0.00	true
7	PadV2	PadV2	38.33	9.00	29.33	0	323306.67	3266218.67	76.90	0.00	0.00	true
8	pool1/3x3_s2-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	28.33	8.00	20.33	0	32629.33	3552746.67	65.80	0.00	0.00	true
9	pool1/3x3_s2	MaxPool	55.33	8.33	47.00	200704	14976.00	870346.67	57.50	0.23	24.09	true
10	pool1/3x3_s2-0-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	29.00	4.00	25.00	0	192.00	409280.00	26.00	0.00	0.00	true
11	pool1/norm1	LRN	67.33	37.00	30.33	2145024	6144.00	388010.67	12.20	5.44	57.97	true
12	convolution_1-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	22.00	4.00	18.00	0	0.00	320.00	26.80	0.00	0.00	true
13	convolution_1	Conv2D	105.67	15.00	90.67	25890816	16832.00	17621.33	16.04	751.47	1726.05	false
14	add_1	Add	26.00	4.00	22.00	200704	512.00	448.00	60.00	209.07	50.18	false
15	conv2/relu_3x3_reduce	Relu	19.67	3.00	16.67	0	0.00	320.00	67.20	0.00	0.00	true
16	Pad_1	Pad	35.33	7.00	28.33	0	10240.00	28234.67	58.30	0.00	0.00	true
17	convolution_2	Conv2D	177.00	62.00	115.00	374022144	462592.00	3376522.67	22.88	97.42	6032.62	false
18	add_2	Add	26.67	5.00	21.67	602112	1024.00	92426.67	73.30	6.44	120.42	true
19	conv2/relu_3x3	Relu	19.00	4.00	15.00	0	2218.67	11296.00	65.00	0.00	0.00	true
20	conv2/relu_3x3-0-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	26.00	6.00	20.00	0	576.00	2007338.67	55.00	0.00	0.00	true
21	conv2/norm2	LRN	131.00	106.00	25.00	6409984	7562.67	2753674.67	12.20	2.32	60.47	true
22	PadV2_1	PadV2	30.67	6.00	24.67	0	2368.00	1784586.67	76.60	0.00	0.00	true
23	pool2/3x3_s2-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	26.67	7.00	19.67	0	0.00	2657482.67	57.60	0.00	0.00	true
24	pool2/3x3_s2	MaxPool	37.67	6.00	31.67	150528	2560.00	618709.33	53.00	0.24	25.09	true
25	pool2/3x3_s2-0-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	23.33	3.00	20.33	0	0.00	49536.00	0.00	0.00	0.00	true
26	convolution_5	Conv2D	100.00	19.00	81.00	9842944	15296.00	137322.67	11.75	64.49	518.05	false
27	convolution_4	Conv2D	94.00	19.00	75.00	29566464	74240.00	119562.67	11.31	152.56	1556.13	false
28	convolution_3	Conv2D	98.67	19.00	79.67	19710976	49152.00	97301.33	11.21	134.59	1037.42	false
29	PadV2_2	PadV2	31.00	4.00	27.00	0	0.00	91264.00	60.10	0.00	0.00	true
30	add_5	Add	22.67	3.00	19.67	12544	64.00	32608.00	42.40	0.38	4.18	true
31	add_4	Add	22.33	3.00	19.33	75264	384.00	111370.67	44.70	0.67	25.09	true
32	add_3	Add	18.67	3.00	15.67	50176	256.00	18869.33	44.30	2.62	16.73	true
33	inception_3a/pool-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	23.33	4.00	19.33	0	0.00	390677.33	23.70	0.00	0.00	true
34	inception_3a/relu_5x5_reduce	Relu	19.00	3.00	16.00	0	170.67	6026.67	43.30	0.00	0.00	true
35	inception_3a/relu_3x3_reduce	Relu	17.33	3.00	14.33	0	0.00	29290.67	43.40	0.00	0.00	true
36	inception_3a/pool	MaxPool	38.33	6.00	32.33	150528	0.00	86506.67	52.10	1.74	25.09	true
37	Pad_3	Pad	30.00	5.00	25.00	0	1280.00	0.00	45.80	0.00	0.00	true
38	Pad_2	Pad	25.67	6.00	19.67	0	0.00	7189.33	40.90	0.00	0.00	true
39	convolution_6	Conv2D	98.00	19.00	79.00	9855488	24576.00	8832.00	11.16	295.00	518.71	false
40	convolution_8	Conv2D	107.33	29.00	78.33	20505088	51200.00	352.00	8.55	397.76	707.07	false
41	convolution_7	Conv2D	126.33	37.00	89.33	106684416	445696.00	295605.33	17.25	143.92	2883.36	false
42	add_6	Add	24.00	4.00	20.00	25088	640.00	0.00	44.00	39.20	6.27	false
43	add_8	Add	19.00	3.00	16.00	25088	128.00	85.33	43.50	117.60	8.36	false
44	add_7	Add	19.00	3.00	16.00	100352	512.00	0.00	50.00	196.00	33.45	false
45	inception_3a/output	ConcatV2	75.00	0.00	75.00	0	0.00	0.00	0.00	0.00	NaN	true
46	inception_3a/relu_1x1	Relu	21.33	3.00	18.33	0	597.33	42.67	67.60	0.00	0.00	true
47	inception_3a/relu_1x1-3-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	25.67	4.00	21.67	0	0.00	8682.67	26.50	0.00	0.00	true
48	convolution_11	Conv2D	101.00	22.00	79.00	13132288	33024.00	14346.67	10.06	277.22	596.92	false
49	convolution_10	Conv2D	109.67	30.00	79.67	52529152	131072.00	18784.00	8.91	350.53	1750.97	false
50	convolution_9	Conv2D	103.00	30.00	73.00	52529152	131072.00	170250.67	8.85	174.33	1750.97	false
51	PadV2_3	PadV2	32.67	4.33	28.33	0	512.00	469941.33	57.70	0.00	0.00	true
52	add_11	Add	25.33	3.00	22.33	25088	128.00	100821.33	44.00	0.25	8.36	true
53	add_10	Add	20.00	3.00	17.00	100352	512.00	340074.67	50.00	0.29	33.45	true
54	add_9	Add	20.00	3.33	16.67	100352	512.00	294346.67	50.20	0.34	30.11	true
55	inception_3b/pool-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	25.00	4.00	21.00	0	256.00	311893.33	29.70	0.00	0.00	true
56	inception_3b/relu_5x5_reduce	Relu	19.00	3.00	16.00	0	0.00	7509.33	43.70	0.00	0.00	true
57	inception_3b/relu_3x3_reduce	Relu	18.33	3.00	15.33	0	0.00	10549.33	52.60	0.00	0.00	true
58	inception_3b/pool	MaxPool	38.67	7.00	31.67	200704	0.00	876362.67	53.70	0.23	28.67	true
59	Pad_5	Pad	31.33	5.00	26.33	0	85.33	256.00	45.70	0.00	0.00	true
60	Pad_4	Pad	29.67	6.00	23.67	0	0.00	7466.67	46.80	0.00	0.00	true
61	convolution_12	Conv2D	101.00	22.00	79.00	26264576	65536.00	6378.67	10.03	365.22	1193.84	false
62	convolution_14	Conv2D	127.33	51.33	76.00	122955264	307200.00	661.33	6.64	399.39	2395.25	false
63	convolution_13	Conv2D	133.33	46.00	87.33	212680704	922016.00	2799050.67	18.17	57.16	4623.49	false
64	add_12	Add	28.33	3.00	25.33	50176	512.00	2090.67	44.90	19.28	16.73	true
65	add_14	Add	19.67	3.00	16.67	75264	384.00	109909.33	44.70	0.68	25.09	true
66	add_13	Add	19.00	4.00	15.00	150528	768.00	381098.67	58.90	0.39	37.63	true
67	inception_3b/output	ConcatV2	66.67	0.00	66.67	0	0.00	0.00	0.00	0.00	NaN	true
68	inception_3b/relu_1x1	Relu	22.00	4.00	18.00	0	768.00	398101.33	61.60	0.00	0.00	true
69	inception_3b/relu_1x1-0-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	24.67	5.00	19.67	0	0.00	921482.67	40.90	0.00	0.00	true
70	PadV2_4	PadV2	29.33	5.00	24.33	0	768.00	572213.33	61.80	0.00	0.00	true
71	pool3/3x3_s2-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	24.67	6.00	18.67	0	256.00	696032.00	43.00	0.00	0.00	true
72	pool3/3x3_s2	MaxPool	37.67	5.00	32.67	94080	1792.00	290720.00	41.00	0.32	18.82	true
73	pool3/3x3_s2-2-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	25.00	3.00	22.00	0	0.00	0.00	0.00	0.00	0.00	true
74	convolution_17	Conv2D	112.00	32.00	80.00	6884416	33109.33	9120.00	6.75	163.02	215.14	false
75	convolution_16	Conv2D	111.67	33.00	78.67	20662656	184320.00	9514.67	8.06	106.60	626.14	false
76	convolution_15	Conv2D	107.67	35.00	72.67	41325312	368640.00	9610.67	9.13	109.25	1180.72	false
77	PadV2_5	PadV2	30.33	4.00	26.33	0	0.00	2240.00	53.70	0.00	0.00	true
78	add_17	Add	25.67	3.00	22.67	3136	64.00	0.00	42.50	49.00	1.05	false
79	add_16	Add	19.33	3.00	16.33	18816	384.00	42.67	44.40	44.10	6.27	false
80	add_15	Add	19.00	3.00	16.00	37632	768.00	426.67	44.30	31.50	12.54	false
81	inception_4a/pool-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	24.00	3.33	20.67	0	0.00	2645.33	17.80	0.00	0.00	true
82	inception_4a/relu_5x5_reduce	Relu	18.00	3.00	15.00	0	0.00	298.67	42.90	0.00	0.00	true
83	inception_4a/relu_3x3_reduce	Relu	17.00	3.00	14.00	0	0.00	725.33	43.40	0.00	0.00	true
84	inception_4a/pool	MaxPool	36.00	5.00	31.00	94080	0.00	4778.67	39.60	19.69	18.82	true
85	Pad_7	Pad	29.00	5.00	24.00	0	512.00	0.00	38.90	0.00	0.00	true
86	Pad_6	Pad	27.33	5.00	22.33	0	0.00	0.00	46.70	0.00	0.00	true
87	convolution_18	Conv2D	110.00	33.00	77.00	13775104	122880.00	394.67	7.95	111.74	417.43	false
88	convolution_20	Conv2D	201.33	59.00	142.33	20395552	140064.00	2462528.00	29.71	7.84	345.69	true
89	convolution_19	Conv2D	133.67	42.00	91.67	47609856	739157.33	1352672.00	18.03	22.76	1133.57	true
90	add_18	Add	25.00	4.00	21.00	12544	3157.33	170.67	44.50	3.77	3.14	true
91	add_20	Add	19.00	3.00	16.00	9408	448.00	42.67	42.00	19.17	3.14	true
92	add_19	Add	17.67	3.00	14.67	40768	832.00	298.67	45.40	36.06	13.59	false
93	inception_4a/output	ConcatV2	68.67	0.00	68.67	0	0.00	0.00	0.00	0.00	NaN	true
94	inception_4a/relu_1x1	Relu	22.67	3.00	19.67	0	768.00	27776.00	53.80	0.00	0.00	true
96	convolution_23	Conv2D	121.00	36.00	85.00	7344736	57472.00	169504.00	6.56	32.36	204.02	false
97	convolution_22	Conv2D	109.67	35.00	74.67	29382080	229376.00	6026.67	7.82	124.82	839.49	false
98	convolution_21	Conv2D	107.67	35.00	72.67	36731520	327680.00	23370.67	7.97	104.63	1049.47	false
99	PadV2_6	PadV2	35.67	5.00	30.67	0	4096.00	14954.67	58.00	0.00	0.00	true
100	add_23	Add	22.33	3.00	19.33	4704	128.00	0.00	38.30	36.75	1.57	false
101	add_22	Add	18.33	3.00	15.33	21952	448.00	213.33	44.10	33.19	7.32	false
102	add_21	Add	18.67	3.00	15.67	31360	640.00	3285.33	44.70	7.99	10.45	true
103	inception_4b/pool-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	23.00	4.00	19.00	0	0.00	30421.33	18.80	0.00	0.00	true
104	inception_4b/relu_5x5_reduce	Relu	18.33	3.00	15.33	0	0.00	128.00	41.60	0.00	0.00	true
105	inception_4b/relu_3x3_reduce	Relu	17.00	3.00	14.00	0	0.00	16906.67	43.30	0.00	0.00	true
106	inception_4b/pool	MaxPool	36.00	6.00	30.00	100352	6912.00	50602.67	45.50	1.74	16.73	true
107	Pad_9	Pad	33.67	5.33	28.33	0	5888.00	0.00	46.60	0.00	0.00	true
108	Pad_8	Pad	25.33	5.00	20.33	0	0.00	0.00	46.80	0.00	0.00	true
109	convolution_24	Conv2D	113.67	35.00	78.67	14692608	131072.00	586.67	7.69	111.60	419.79	false
110	convolution_26	Conv2D	173.00	59.33	113.67	39376384	3106165.33	6885077.33	31.81	3.94	663.65	true
111	convolution_25	Conv2D	144.67	47.67	97.00	55444480	1039136.00	1715605.33	18.18	20.13	1163.16	true
112	add_24	Add	26.33	4.00	22.33	12544	54016.00	1194.67	44.10	0.23	3.14	true
113	add_26	Add	18.67	3.33	15.33	12544	256.00	512.00	42.00	16.33	3.76	true
114	add_25	Add	18.67	3.00	15.67	43904	896.00	23093.33	45.00	1.83	14.63	true
115	inception_4b/output	ConcatV2	69.00	0.00	69.00	0	0.00	0.00	0.00	0.00	NaN	true
116	inception_4b/relu_1x1	Relu	21.00	3.00	18.00	0	1536.00	211978.67	53.50	0.00	0.00	true
117	inception_4b/relu_1x1-3-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	23.33	4.67	18.67	0	6656.00	44373.33	16.80	0.00	0.00	true
118	convolution_29	Conv2D	118.67	37.00	81.67	7344736	58453.33	169536.00	7.59	32.22	198.51	false
119	convolution_28	Conv2D	109.33	35.00	74.33	29385216	262144.00	261621.33	7.88	56.10	839.58	false
120	convolution_27	Conv2D	110.67	35.00	75.67	29385216	262741.33	73845.33	7.82	87.30	839.58	false
121	PadV2_7	PadV2	31.33	5.00	26.33	0	4608.00	81909.33	57.10	0.00	0.00	true
122	add_29	Add	22.67	3.00	19.67	4704	128.00	9856.00	38.40	0.47	1.57	true
123	add_28	Add	18.67	3.00	15.67	25088	512.00	5674.67	43.80	4.06	8.36	true
124	add_27	Add	17.67	3.00	14.67	25088	512.00	23040.00	43.40	1.07	8.36	true
125	inception_4c/pool-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	27.67	4.00	23.67	0	256.00	59477.33	18.80	0.00	0.00	true
126	inception_4c/relu_5x5_reduce	Relu	19.00	3.00	16.00	0	0.00	213.33	41.80	0.00	0.00	true
127	inception_4c/relu_3x3_reduce	Relu	17.00	3.00	14.00	0	0.00	30762.67	43.60	0.00	0.00	true
128	inception_4c/pool	MaxPool	39.33	6.00	33.33	100352	6912.00	169685.33	45.20	0.57	16.73	true
129	Pad_11	Pad	33.33	6.00	27.33	0	6656.00	42.67	46.40	0.00	0.00	true
130	Pad_10	Pad	25.67	5.00	20.67	0	0.00	0.00	46.80	0.00	0.00	true
131	convolution_30	Conv2D	115.67	35.00	80.67	14692608	131584.00	373.33	7.92	111.34	419.79	false
132	convolution_32	Conv2D	170.00	57.33	112.67	39376384	2684469.33	7003146.67	32.29	4.06	686.80	true
133	convolution_31	Conv2D	145.00	54.00	91.00	72318976	1330378.67	2588245.33	19.25	18.46	1339.24	true
134	add_30	Add	25.33	4.00	21.33	12544	53504.00	6656.00	44.20	0.21	3.14	true
135	add_32	Add	18.00	3.00	15.00	12544	256.00	35157.33	42.00	0.35	4.18	true
136	add_31	Add	18.67	3.33	15.33	50176	1536.00	85461.33	44.60	0.58	15.05	true
137	inception_4c/output	ConcatV2	66.67	0.00	66.67	0	0.00	0.00	0.00	0.00	NaN	true
138	inception_4c/relu_1x1	Relu	21.33	3.00	18.33	0	1536.00	295402.67	53.70	0.00	0.00	true
139	inception_4c/relu_1x1-3-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	24.00	4.33	19.67	0	6144.00	4480.00	0.00	0.00	0.00	true
140	convolution_35	Conv2D	119.00	37.00	82.00	7346304	74602.67	235317.33	7.64	23.70	198.55	true
141	convolution_34	Conv2D	112.67	35.00	77.67	36728384	294912.00	326965.33	7.80	59.06	1049.38	false
142	convolution_33	Conv2D	108.67	35.00	73.67	29382080	229376.00	22538.67	7.90	116.64	839.49	false
143	PadV2_8	PadV2	31.33	5.00	26.33	0	4352.00	51328.00	58.40	0.00	0.00	true
144	add_35	Add	23.67	3.00	20.67	6272	469.33	640.00	42.40	5.65	2.09	true
145	add_34	Add	19.33	3.00	16.33	28224	576.00	14730.67	45.30	1.84	9.41	true
146	add_33	Add	19.00	3.00	16.00	21952	448.00	51370.67	43.80	0.42	7.32	true
147	inception_4d/pool-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	23.00	4.00	19.00	0	0.00	33024.00	18.80	0.00	0.00	true
148	inception_4d/relu_5x5_reduce	Relu	18.67	3.00	15.67	0	0.00	170.67	42.80	0.00	0.00	true
149	inception_4d/relu_3x3_reduce	Relu	16.67	3.00	13.67	0	0.00	50250.67	43.80	0.00	0.00	true
150	inception_4d/pool	MaxPool	37.33	5.67	31.67	100352	6400.00	41728.00	44.60	2.09	17.71	true
151	Pad_13	Pad	30.67	5.00	25.67	0	6656.00	0.00	43.70	0.00	0.00	true
152	Pad_12	Pad	26.00	5.00	21.00	0	0.00	42.67	46.80	0.00	0.00	true
153	convolution_36	Conv2D	111.67	35.00	76.67	14692608	131072.00	330.67	7.74	111.81	419.79	false
154	convolution_38	Conv2D	178.00	62.33	115.67	51679104	6614922.67	10286144.00	36.30	3.06	829.08	true
155	convolution_37	Conv2D	146.00	59.33	86.67	91431936	1660298.67	2933834.67	20.27	19.90	1541.00	true
156	add_36	Add	25.33	4.00	21.33	12544	53760.00	6741.33	44.50	0.21	3.14	true
157	add_38	Add	18.67	3.00	15.67	12544	7125.33	6474.67	41.90	0.92	4.18	true
158	add_37	Add	18.00	3.33	14.67	56448	1664.00	109909.33	45.10	0.51	16.94	true
159	inception_4d/output	ConcatV2	67.67	0.00	67.67	0	0.00	0.00	0.00	0.00	NaN	true
160	inception_4d/relu_1x1	Relu	21.33	3.00	18.33	0	1536.00	265568.00	55.50	0.00	0.00	true
161	inception_4d/relu_1x1-0-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	24.00	4.00	20.00	0	0.00	0.00	0.00	0.00	0.00	true
162	convolution_41	Conv2D	119.67	38.00	81.67	7575680	76885.33	63125.33	7.33	54.11	199.36	false
163	convolution_40	Conv2D	110.67	37.00	73.67	37878400	338176.00	375818.67	8.88	53.05	1023.74	false
164	convolution_39	Conv2D	111.00	37.67	73.33	60605440	540672.00	411232.00	9.48	63.67	1608.98	false
165	PadV2_9	PadV2	32.00	5.00	27.00	0	5376.00	85461.33	59.30	0.00	0.00	true
166	add_41	Add	22.33	3.00	19.33	6272	128.00	11690.67	42.40	0.53	2.09	true
167	add_40	Add	18.33	3.00	15.33	31360	640.00	18560.00	44.90	1.63	10.45	true
168	add_39	Add	19.33	3.00	16.33	50176	1024.00	2816.00	44.40	13.07	16.73	true
169	inception_4e/pool-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	22.67	4.00	18.67	0	0.00	7594.67	19.70	0.00	0.00	true
170	inception_4e/relu_5x5_reduce	Relu	19.00	3.00	16.00	0	0.00	0.00	42.80	0.00	0.00	true
171	inception_4e/relu_3x3_reduce	Relu	17.00	3.00	14.00	0	0.00	42.67	43.50	0.00	0.00	true
172	inception_4e/pool	MaxPool	37.00	5.00	32.00	103488	6656.00	128.00	45.90	15.25	20.70	true
173	Pad_15	Pad	31.00	5.00	26.00	0	6656.00	42.67	43.70	0.00	0.00	true
174	Pad_14	Pad	25.33	5.00	20.33	0	0.00	0.00	46.80	0.00	0.00	true
175	convolution_42	Conv2D	114.67	36.00	78.67	30302720	270336.00	34698.67	7.69	99.34	841.74	false
176	convolution_44	Conv2D	205.00	93.67	111.33	102635776	17463093.33	20911808.00	42.31	2.67	1095.75	true
177	convolution_43	Conv2D	151.67	66.00	85.67	112783360	2028149.33	2913141.33	20.68	22.82	1708.84	true
178	add_42	Add	25.67	4.00	21.67	25088	104448.00	6869.33	46.20	0.23	6.27	true
179	add_44	Add	19.67	4.00	15.67	25088	55722.67	74325.33	43.70	0.19	6.27	true
180	add_43	Add	18.00	3.00	15.00	62720	1280.00	93600.00	44.60	0.66	20.91	true
181	inception_4e/output	ConcatV2	67.00	0.00	67.00	0	0.00	0.00	0.00	0.00	NaN	true
182	inception_4e/relu_1x1	Relu	21.00	3.00	18.00	0	1536.00	269909.33	75.90	0.00	0.00	true
183	inception_4e/relu_1x1-0-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	24.00	5.00	19.00	0	6826.67	77152.00	25.40	0.00	0.00	true
184	PadV2_10	PadV2	30.00	5.33	24.67	0	5120.00	259850.67	62.40	0.00	0.00	true
185	pool4/3x3_s2-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	23.33	4.00	19.33	0	170.67	746890.67	27.50	0.00	0.00	true
186	pool4/3x3_s2	MaxPool	38.00	5.33	32.67	40768	6912.00	28586.67	19.40	1.15	7.64	true
187	pool4/3x3_s2-0-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	23.33	3.00	20.33	0	0.00	42.67	12.40	0.00	0.00	true
188	convolution_47	Conv2D	138.00	56.00	82.00	3409440	117333.33	586.67	5.95	28.91	60.88	false
189	convolution_46	Conv2D	172.67	94.67	78.00	17047200	551424.00	362.67	5.77	30.89	180.08	false
190	convolution_45	Conv2D	130.33	57.00	73.33	27275520	852309.33	330.67	8.97	31.99	478.52	false
191	PadV2_11	PadV2	30.33	4.00	26.33	0	0.00	0.00	43.90	0.00	0.00	true
192	add_47	Add	23.33	3.00	20.33	1568	384.00	42.67	32.50	3.67	0.52	true
193	add_46	Add	19.33	3.33	16.00	7840	640.00	0.00	45.20	12.25	2.35	true
194	add_45	Add	20.33	4.00	16.33	12544	1024.00	42.67	42.50	11.76	3.14	true
195	inception_5a/pool-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	22.00	3.00	19.00	0	0.00	0.00	12.30	0.00	0.00	true
196	inception_5a/relu_5x5_reduce	Relu	18.33	2.00	16.33	0	0.00	42.67	38.20	0.00	0.00	true
197	inception_5a/relu_3x3_reduce	Relu	17.33	3.00	14.33	0	0.00	0.00	43.90	0.00	0.00	true
198	inception_5a/pool	MaxPool	37.33	4.00	33.33	40768	85.33	170.67	18.90	159.25	10.19	false
199	Pad_17	Pad	35.00	8.00	27.00	0	10240.00	0.00	47.60	0.00	0.00	true
200	Pad_16	Pad	30.67	6.00	24.67	0	0.00	32.00	42.90	0.00	0.00	true
201	convolution_48	Conv2D	132.67	53.00	79.67	13637760	425984.00	416.00	7.83	31.98	257.32	false
202	convolution_50	Conv2D	184.67	54.33	130.33	25072512	455552.00	4456128.00	24.98	5.10	461.46	true
203	convolution_49	Conv2D	153.00	65.00	88.00	57876480	1918282.67	5052960.00	21.27	8.30	890.41	true
204	add_48	Add	26.00	4.00	22.00	6272	29013.33	512.00	44.40	0.21	1.57	true
205	add_50	Add	18.33	4.00	14.33	6272	3456.00	213.33	41.60	1.71	1.57	true
206	add_49	Add	18.00	4.00	14.00	15680	1280.00	128.00	45.20	11.14	3.92	true
207	inception_5a/output	ConcatV2	67.33	0.00	67.33	0	0.00	0.00	0.00	0.00	NaN	true
208	inception_5a/relu_1x1	Relu	20.33	3.00	17.33	0	1450.67	161226.67	45.70	0.00	0.00	true
209	inception_5a/relu_1x1-0-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	22.33	3.67	18.67	0	4864.00	32480.00	12.40	0.00	0.00	true
210	convolution_53	Conv2D	131.67	52.00	79.67	6818096	163242.67	187829.33	6.28	19.42	131.12	true
211	convolution_52	Conv2D	127.00	53.00	74.00	20456640	640597.33	528725.33	7.79	17.49	385.97	true
212	convolution_51	Conv2D	133.00	58.00	75.00	40913280	1277952.00	712650.67	10.32	20.55	705.40	true
213	PadV2_12	PadV2	33.00	5.00	28.00	0	3072.00	42.67	44.30	0.00	0.00	true
214	add_53	Add	22.33	3.00	19.33	2352	192.00	0.00	38.30	12.25	0.78	true
215	add_52	Add	19.33	3.67	15.67	9408	853.33	42.67	41.90	10.50	2.57	true
216	add_51	Add	18.00	4.00	14.00	18816	2304.00	0.00	44.20	8.17	4.70	true
217	inception_5b/pool-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	22.67	4.00	18.67	0	426.67	170.67	12.30	0.00	0.00	true
218	inception_5b/relu_5x5_reduce	Relu	19.00	3.00	16.00	0	85.33	0.00	40.80	0.00	0.00	true
219	inception_5b/relu_3x3_reduce	Relu	16.67	3.00	13.67	0	0.00	42.67	42.80	0.00	0.00	true
220	inception_5b/pool	MaxPool	35.67	5.00	30.67	40768	4864.00	170.67	19.20	8.10	8.15	true
221	Pad_19	Pad	31.67	6.33	25.33	0	5376.00	42.67	39.80	0.00	0.00	true
222	Pad_18	Pad	26.67	7.00	19.67	0	0.00	42.67	45.50	0.00	0.00	true
223	convolution_54	Conv2D	129.33	52.67	76.67	13637760	426069.33	25450.67	7.57	30.20	258.94	false
224	convolution_56	Conv2D	179.00	60.00	119.00	36751104	3332192.00	8459488.00	27.02	3.12	612.52	true
225	convolution_55	Conv2D	162.67	76.00	86.67	83238912	3038624.00	6647392.00	22.44	8.59	1095.25	true
226	add_54	Add	25.67	4.00	21.67	6272	26773.33	1450.67	44.20	0.22	1.57	true
227	add_56	Add	21.00	4.00	17.00	6272	13909.33	1984.00	41.60	0.39	1.57	true
228	add_55	Add	18.67	4.00	14.67	18816	2560.00	597.33	44.50	5.96	4.70	true
229	inception_5b/output	ConcatV2	67.67	0.00	67.67	0	0.00	0.00	0.00	0.00	NaN	true
230	inception_5b/relu_1x1	Relu	21.00	3.00	18.00	0	1280.00	149728.00	45.60	0.00	0.00	true
231	pool5/7x7_s1	AvgPool	47.33	10.00	37.33	66479	12800.00	4693.33	10.70	3.80	6.65	true
232	Flatten/flatten/Shape	Shape	8.33	0.00	8.33	0	0.00	0.00	0.00	0.00	NaN	true
233	pool5/7x7_s1-1-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	4.67	0.00	4.67	0	0.00	0.00	0.00	0.00	NaN	true
234	Flatten/flatten/Shape-0-0-VecPermuteNCHWToNHWC-LayoutOptimizer	DataFormatVecPermute	10.00	0.00	10.00	0	0.00	0.00	0.00	0.00	NaN	true
235	Flatten/flatten/strided_slice	StridedSlice	15.67	0.00	15.67	0	0.00	0.00	0.00	0.00	NaN	true
236	Flatten/flatten/Reshape/shape	Pack	9.33	0.00	9.33	0	0.00	0.00	0.00	0.00	NaN	true
237	Flatten/flatten/Reshape	Reshape	5.00	0.00	5.00	0	0.00	0.00	0.00	0.00	NaN	true
238	dense/MatMul	MatMul	69.00	15.00	54.00	2135512	4103168.00	848597.33	6.20	0.43	142.37	true
239	dense/BiasAdd	BiasAdd	24.33	3.00	21.33	1000	5568.00	341.33	47.20	0.17	0.33	true
240	prob	Softmax	61.33	15.00	46.33	34421	12693.33	2645.33	3.59	2.24	2.29	true

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