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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	InceptionV1/InceptionV1/Conv2d_1a_7x7/BatchNorm/batchnorm/mul-0-TransposeNHWCToNCHW-LayoutOptimizer	Transpose	85.67	6.00	79.67	0	3584.00	490026.67	58.90	0.00	0.00	true
2	InceptionV1/InceptionV1/Conv2d_1a_7x7/BatchNorm/batchnorm/mul	Conv2D	246.00	46.33	199.67	244858880	41280.00	3825013.33	25.80	63.33	5284.76	false
3	InceptionV1/InceptionV1/Conv2d_1a_7x7/BatchNorm/batchnorm/add_1	Add	39.67	6.67	33.00	802816	1408.00	1112480.00	82.20	0.72	120.42	true
4	InceptionV1/InceptionV1/Conv2d_1a_7x7/Relu	Relu	25.33	5.33	20.00	0	256.00	982314.67	75.20	0.00	0.00	true
5	InceptionV1/InceptionV1/MaxPool_2a_3x3/MaxPool	MaxPool	51.67	8.00	43.67	200704	1792.00	970986.67	53.40	0.21	25.09	true
6	InceptionV1/InceptionV1/Conv2d_2b_1x1/BatchNorm/batchnorm/mul	Conv2D	104.33	15.33	89.00	25890816	16384.00	526730.67	16.61	47.67	1688.57	false
7	InceptionV1/InceptionV1/Conv2d_2b_1x1/BatchNorm/batchnorm/add_1	Add	29.00	4.00	25.00	200704	341.33	469.33	60.40	247.58	50.18	false
8	InceptionV1/InceptionV1/Conv2d_2b_1x1/Relu	Relu	20.00	4.00	16.00	0	170.67	298.67	67.40	0.00	0.00	true
9	InceptionV1/InceptionV1/Conv2d_2c_3x3/BatchNorm/batchnorm/mul	Conv2D	168.67	56.33	112.33	374022144	447146.67	3329685.33	22.78	99.03	6639.49	false
10	InceptionV1/InceptionV1/Conv2d_2c_3x3/BatchNorm/batchnorm/add_1	Add	29.67	5.33	24.33	602112	768.00	108266.67	73.20	5.52	112.90	true
11	InceptionV1/InceptionV1/Conv2d_2c_3x3/Relu	Relu	22.00	5.00	17.00	0	0.00	16725.33	64.80	0.00	0.00	true
12	InceptionV1/InceptionV1/MaxPool_3a_3x3/MaxPool	MaxPool	41.00	7.00	34.00	150528	0.00	601962.67	52.50	0.25	21.50	true
13	InceptionV1/InceptionV1/Mixed_3b/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	35.33	6.00	29.33	150528	64.00	603808.00	51.50	0.25	25.09	true
14	InceptionV1/InceptionV1/Mixed_3b/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	98.67	18.00	80.67	9842944	12437.33	65066.67	12.23	127.00	546.83	false
15	InceptionV1/InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	99.33	18.67	80.67	29566464	73962.67	363338.67	12.88	67.61	1583.89	false
16	InceptionV1/InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	96.67	18.00	78.67	19710976	49152.00	174389.33	11.63	88.18	1095.05	false
17	InceptionV1/InceptionV1/Mixed_3b/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	97.00	19.00	78.00	9855488	24576.00	736.00	13.10	389.36	518.71	false
18	InceptionV1/InceptionV1/Mixed_3b/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	27.33	4.00	23.33	12544	64.00	170.67	42.40	53.45	3.14	false
19	InceptionV1/InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	20.67	4.00	16.67	75264	384.00	0.00	44.60	196.00	18.82	false
20	InceptionV1/InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	20.33	4.00	16.33	50176	256.00	0.00	44.40	196.00	12.54	false
21	InceptionV1/InceptionV1/Mixed_3b/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	20.00	4.00	16.00	25088	128.00	128.00	43.60	98.00	6.27	false
22	InceptionV1/InceptionV1/Mixed_3b/Branch_2/Conv2d_0a_1x1/Relu	Relu	19.33	3.00	16.33	0	0.00	42.67	43.20	0.00	0.00	true
23	InceptionV1/InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/Relu	Relu	18.67	3.33	15.33	0	0.00	0.00	43.60	0.00	0.00	true
24	InceptionV1/InceptionV1/Mixed_3b/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	110.00	16.33	93.67	4731904	18432.00	128.00	17.60	254.95	289.70	false
25	InceptionV1/InceptionV1/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	124.00	33.67	90.33	106684416	442453.33	718954.67	17.29	91.86	3168.81	false
26	InceptionV1/InceptionV1/Mixed_3b/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	26.00	4.00	22.00	25088	128.00	42.67	43.90	147.00	6.27	false
27	InceptionV1/InceptionV1/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	19.67	3.67	16.00	100352	512.00	0.00	50.10	196.00	27.37	false
28	InceptionV1/InceptionV1/Mixed_3b/concat	ConcatV2	77.33	0.00	77.33	0	0.00	0.00	0.00	0.00	NaN	true
29	InceptionV1/InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/Relu	Relu	25.33	4.00	21.33	0	0.00	0.00	67.30	0.00	0.00	true
30	InceptionV1/InceptionV1/Mixed_3c/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	40.67	7.00	33.67	200704	0.00	3424.00	53.90	58.62	28.67	false
31	InceptionV1/InceptionV1/Mixed_3c/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	101.33	21.33	80.00	13132288	32768.00	1141.33	10.92	387.28	615.59	false
32	InceptionV1/InceptionV1/Mixed_3c/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	108.33	28.33	80.00	52529152	131072.00	2997.33	9.63	391.81	1853.99	false
33	InceptionV1/InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	106.00	28.00	78.00	52529152	131072.00	345386.67	9.26	110.25	1876.04	false
34	InceptionV1/InceptionV1/Mixed_3c/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	99.67	22.00	77.67	26264576	65536.00	373.33	11.83	398.50	1193.84	false
35	InceptionV1/InceptionV1/Mixed_3c/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	27.33	4.00	23.33	25088	128.00	170.67	44.00	84.00	6.27	false
36	InceptionV1/InceptionV1/Mixed_3c/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	20.33	4.00	16.33	100352	512.00	128.00	50.10	156.80	25.09	false
37	InceptionV1/InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	20.00	4.00	16.00	100352	512.00	0.00	50.30	196.00	25.09	false
38	InceptionV1/InceptionV1/Mixed_3c/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	19.33	4.00	15.33	50176	256.00	128.00	44.30	130.67	12.54	false
39	InceptionV1/InceptionV1/Mixed_3c/Branch_2/Conv2d_0a_1x1/Relu	Relu	19.00	3.67	15.33	0	0.00	42.67	43.70	0.00	0.00	true
40	InceptionV1/InceptionV1/Mixed_3c/Branch_1/Conv2d_0a_1x1/Relu	Relu	18.00	3.33	14.67	0	0.00	0.00	52.70	0.00	0.00	true
41	InceptionV1/InceptionV1/Mixed_3c/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	111.67	20.33	91.33	27359232	110677.33	341.33	17.68	246.44	1345.56	false
42	InceptionV1/InceptionV1/Mixed_3c/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	133.00	43.00	90.00	212680704	884800.00	2876960.00	18.48	56.54	4946.06	false
43	InceptionV1/InceptionV1/Mixed_3c/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	26.00	4.00	22.00	75264	1152.00	45258.67	45.10	1.62	18.82	true
44	InceptionV1/InceptionV1/Mixed_3c/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	20.33	4.00	16.33	150528	768.00	191157.33	59.80	0.78	37.63	true
45	InceptionV1/InceptionV1/Mixed_3c/concat	ConcatV2	70.00	0.00	70.00	0	0.00	0.00	0.00	0.00	NaN	true
46	InceptionV1/InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/Relu	Relu	23.33	4.00	19.33	0	0.00	271893.33	61.90	0.00	0.00	true
47	InceptionV1/InceptionV1/MaxPool_4a_3x3/MaxPool	MaxPool	40.00	5.33	34.67	94080	0.00	442208.00	40.70	0.21	17.64	true
48	InceptionV1/InceptionV1/Mixed_4b/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	33.00	5.00	28.00	94080	0.00	377194.67	39.10	0.25	18.82	true
49	InceptionV1/InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	111.67	31.00	80.67	6884416	30720.00	44170.67	8.22	91.93	222.08	false
50	InceptionV1/InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	110.33	31.33	79.00	20662656	184320.00	78912.00	9.18	78.50	659.43	false
51	InceptionV1/InceptionV1/Mixed_4b/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	114.33	33.33	81.00	41325312	368640.00	126016.00	10.82	83.54	1239.77	false
52	InceptionV1/InceptionV1/Mixed_4b/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	111.33	31.00	80.33	13775104	122880.00	416.00	8.69	111.72	444.36	false
53	InceptionV1/InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	27.00	4.00	23.00	3136	64.00	42.67	42.80	29.40	0.78	false
54	InceptionV1/InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	20.67	4.00	16.67	18816	384.00	0.00	44.50	49.00	4.70	false
55	InceptionV1/InceptionV1/Mixed_4b/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	20.00	4.00	16.00	37632	768.00	85.33	44.30	44.10	9.41	false
56	InceptionV1/InceptionV1/Mixed_4b/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	19.67	4.00	15.67	12544	341.33	85.33	41.90	29.40	3.14	false
57	InceptionV1/InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/Relu	Relu	19.00	4.00	15.00	0	0.00	0.00	42.90	0.00	0.00	true
58	InceptionV1/InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/Relu	Relu	18.00	4.00	14.00	0	0.00	0.00	43.50	0.00	0.00	true
59	InceptionV1/InceptionV1/Mixed_4b/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	106.33	17.00	89.33	2410496	27648.00	128.00	17.88	86.78	141.79	false
60	InceptionV1/InceptionV1/Mixed_4b/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	127.00	36.33	90.67	47609856	718848.00	1648277.33	19.13	20.11	1310.34	false
61	InceptionV1/InceptionV1/Mixed_4b/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	26.00	4.00	22.00	9408	192.00	0.00	42.70	49.00	2.35	false
62	InceptionV1/InceptionV1/Mixed_4b/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	19.67	4.00	15.67	40768	1685.33	0.00	45.10	24.19	10.19	false
63	InceptionV1/InceptionV1/Mixed_4b/concat	ConcatV2	69.33	0.00	69.33	0	0.00	0.00	0.00	0.00	NaN	true
64	InceptionV1/InceptionV1/Mixed_4b/Branch_0/Conv2d_0a_1x1/Relu	Relu	24.00	4.00	20.00	0	0.00	186112.00	53.10	0.00	0.00	true
65	InceptionV1/InceptionV1/Mixed_4c/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	38.33	5.67	32.67	100352	0.00	73610.67	40.80	1.36	17.71	true
66	InceptionV1/InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	111.00	32.67	78.33	7344736	49152.00	41802.67	8.19	80.75	224.84	false
67	InceptionV1/InceptionV1/Mixed_4c/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	112.33	32.67	79.67	29382080	229376.00	28149.33	8.29	114.09	899.44	false
68	InceptionV1/InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	110.00	33.67	76.33	36731520	327680.00	36458.67	8.95	100.87	1091.02	false
69	InceptionV1/InceptionV1/Mixed_4c/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	111.00	33.00	78.00	14692608	131072.00	672.00	8.20	111.52	445.23	false
70	InceptionV1/InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	27.67	4.00	23.67	4704	128.00	0.00	38.50	36.75	1.18	false
71	InceptionV1/InceptionV1/Mixed_4c/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	20.33	4.00	16.33	21952	448.00	0.00	44.10	49.00	5.49	false
72	InceptionV1/InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	20.00	4.00	16.00	31360	640.00	42.67	44.70	45.94	7.84	false
73	InceptionV1/InceptionV1/Mixed_4c/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	20.00	4.00	16.00	12544	256.00	85.33	41.90	36.75	3.14	false
74	InceptionV1/InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/Relu	Relu	18.67	3.00	15.67	0	0.00	0.00	41.70	0.00	0.00	true
75	InceptionV1/InceptionV1/Mixed_4c/Branch_1/Conv2d_0a_1x1/Relu	Relu	19.00	3.67	15.33	0	85.33	0.00	43.40	0.00	0.00	true
76	InceptionV1/InceptionV1/Mixed_4c/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	107.67	18.33	89.33	3529728	55296.00	170.67	18.77	63.64	192.52	false
77	InceptionV1/InceptionV1/Mixed_4c/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	127.67	39.33	88.33	55444480	903168.00	497525.33	18.83	39.58	1409.62	false
78	InceptionV1/InceptionV1/Mixed_4c/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	26.00	4.00	22.00	12544	256.00	384.00	42.30	19.60	3.14	false
79	InceptionV1/InceptionV1/Mixed_4c/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	20.33	4.00	16.33	43904	896.00	853.33	44.80	25.10	10.98	false
80	InceptionV1/InceptionV1/Mixed_4c/concat	ConcatV2	69.33	0.00	69.33	0	0.00	0.00	0.00	0.00	NaN	true
81	InceptionV1/InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/Relu	Relu	23.67	3.33	20.33	0	0.00	384.00	53.10	0.00	0.00	true
82	InceptionV1/InceptionV1/Mixed_4d/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	37.33	6.00	31.33	100352	0.00	54570.67	40.80	1.84	16.73	true
83	InceptionV1/InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	110.67	32.67	78.00	7344736	49152.00	6389.33	8.17	132.24	224.84	false
84	InceptionV1/InceptionV1/Mixed_4d/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	112.00	33.00	79.00	29385216	262144.00	40714.67	8.14	97.03	890.46	false
85	InceptionV1/InceptionV1/Mixed_4d/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	110.00	33.00	77.00	29385216	262144.00	1173.33	9.00	111.60	890.46	false
86	InceptionV1/InceptionV1/Mixed_4d/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	111.00	32.33	78.67	14692608	131072.00	1098.67	8.66	111.16	454.42	false
87	InceptionV1/InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	27.00	4.00	23.00	4704	128.00	0.00	38.30	36.75	1.18	false
88	InceptionV1/InceptionV1/Mixed_4d/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	20.67	4.00	16.67	25088	512.00	0.00	43.80	49.00	6.27	false
89	InceptionV1/InceptionV1/Mixed_4d/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	20.67	4.00	16.67	25088	512.00	42.67	43.70	45.23	6.27	false
90	InceptionV1/InceptionV1/Mixed_4d/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	19.33	4.00	15.33	12544	256.00	85.33	41.90	36.75	3.14	false
91	InceptionV1/InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/Relu	Relu	19.00	3.00	16.00	0	0.00	0.00	41.70	0.00	0.00	true
92	InceptionV1/InceptionV1/Mixed_4d/Branch_1/Conv2d_0a_1x1/Relu	Relu	18.00	3.33	14.67	0	0.00	0.00	43.40	0.00	0.00	true
93	InceptionV1/InceptionV1/Mixed_4d/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	108.67	18.00	90.67	3529728	55296.00	3413.33	19.62	60.12	196.10	false
94	InceptionV1/InceptionV1/Mixed_4d/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	133.67	44.33	89.33	72318976	1179648.00	2129152.00	19.37	21.86	1631.27	false
95	InceptionV1/InceptionV1/Mixed_4d/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	25.67	4.00	21.67	12544	256.00	512.00	42.30	16.33	3.14	true
96	InceptionV1/InceptionV1/Mixed_4d/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	20.33	4.00	16.33	50176	1024.00	11221.33	44.60	4.10	12.54	true
97	InceptionV1/InceptionV1/Mixed_4d/concat	ConcatV2	68.00	0.00	68.00	0	0.00	0.00	0.00	0.00	NaN	true
98	InceptionV1/InceptionV1/Mixed_4d/Branch_0/Conv2d_0a_1x1/Relu	Relu	24.00	4.00	20.00	0	0.00	288608.00	53.10	0.00	0.00	true
99	InceptionV1/InceptionV1/Mixed_4e/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	37.67	5.33	32.33	100352	0.00	150880.00	41.20	0.67	18.82	true
100	InceptionV1/InceptionV1/Mixed_4e/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	113.00	32.33	80.67	7346304	65536.00	88810.67	8.30	47.60	227.21	false
101	InceptionV1/InceptionV1/Mixed_4e/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	109.33	33.33	76.00	36728384	294912.00	325429.33	9.51	59.21	1101.86	false
102	InceptionV1/InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	110.67	33.67	77.00	29382080	229376.00	25525.33	9.40	115.27	872.73	false
103	InceptionV1/InceptionV1/Mixed_4e/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	110.33	33.00	77.33	14692608	131072.00	426.67	8.56	111.73	445.23	false
104	InceptionV1/InceptionV1/Mixed_4e/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	27.33	4.00	23.33	6272	128.00	0.00	42.20	49.00	1.57	false
105	InceptionV1/InceptionV1/Mixed_4e/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	22.67	4.00	18.67	28224	576.00	0.00	45.30	49.00	7.06	false
106	InceptionV1/InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	21.00	4.00	17.00	21952	448.00	42.67	43.90	44.74	5.49	false
107	InceptionV1/InceptionV1/Mixed_4e/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	19.00	4.00	15.00	12544	256.00	85.33	41.90	36.75	3.14	false
108	InceptionV1/InceptionV1/Mixed_4e/Branch_2/Conv2d_0a_1x1/Relu	Relu	20.67	3.00	17.67	0	85.33	0.00	42.80	0.00	0.00	true
109	InceptionV1/InceptionV1/Mixed_4e/Branch_1/Conv2d_0a_1x1/Relu	Relu	18.67	3.33	15.33	0	0.00	0.00	43.80	0.00	0.00	true
110	InceptionV1/InceptionV1/Mixed_4e/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	114.67	20.33	94.33	4648960	73728.00	128.00	17.63	62.95	228.64	false
111	InceptionV1/InceptionV1/Mixed_4e/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	141.00	49.67	91.33	91431936	1519488.00	4127797.33	20.18	16.19	1840.90	true
112	InceptionV1/InceptionV1/Mixed_4e/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	27.67	4.00	23.67	12544	17322.67	544.00	42.60	0.70	3.14	true
113	InceptionV1/InceptionV1/Mixed_4e/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	19.67	4.00	15.67	56448	1152.00	4736.00	45.00	9.59	14.11	true
114	InceptionV1/InceptionV1/Mixed_4e/concat	ConcatV2	71.33	0.00	71.33	0	0.00	0.00	0.00	0.00	NaN	true
115	InceptionV1/InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/Relu	Relu	24.33	3.67	20.67	0	85.33	267530.67	55.00	0.00	0.00	true
116	InceptionV1/InceptionV1/Mixed_4f/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	38.00	5.00	33.00	103488	0.00	414112.00	41.50	0.25	20.70	true
117	InceptionV1/InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	125.00	33.00	92.00	7575680	67584.00	51072.00	8.03	63.85	229.57	false
118	InceptionV1/InceptionV1/Mixed_4f/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	116.33	35.00	81.33	37878400	337920.00	336053.33	10.00	56.20	1082.24	false
119	InceptionV1/InceptionV1/Mixed_4f/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	117.67	35.33	82.33	60605440	540672.00	401248.00	9.93	64.34	1715.22	false
120	InceptionV1/InceptionV1/Mixed_4f/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	112.00	34.00	78.00	30302720	270336.00	448.00	8.92	111.91	891.26	false
121	InceptionV1/InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	27.67	4.00	23.67	6272	128.00	0.00	42.40	49.00	1.57	false
122	InceptionV1/InceptionV1/Mixed_4f/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	21.33	4.00	17.33	31360	640.00	0.00	44.80	49.00	7.84	false
123	InceptionV1/InceptionV1/Mixed_4f/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	19.67	4.00	15.67	50176	1024.00	42.67	44.40	47.04	12.54	false
124	InceptionV1/InceptionV1/Mixed_4f/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	22.00	4.00	18.00	25088	512.00	85.33	43.50	42.00	6.27	false
125	InceptionV1/InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/Relu	Relu	19.00	3.00	16.00	0	0.00	0.00	42.70	0.00	0.00	true
126	InceptionV1/InceptionV1/Mixed_4f/Branch_1/Conv2d_0a_1x1/Relu	Relu	21.67	3.00	18.67	0	0.00	0.00	43.60	0.00	0.00	true
127	InceptionV1/InceptionV1/Mixed_4f/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	110.33	20.33	90.00	9297920	147456.00	20864.00	18.67	55.24	457.26	false
128	InceptionV1/InceptionV1/Mixed_4f/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	152.00	55.00	97.00	112783360	1970101.33	4794218.67	20.71	16.67	2050.61	true
129	InceptionV1/InceptionV1/Mixed_4f/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	26.67	4.33	22.33	25088	98986.67	2304.00	44.70	0.25	5.79	true
130	InceptionV1/InceptionV1/Mixed_4f/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	19.00	4.00	15.00	62720	1280.00	40298.67	44.50	1.51	15.68	true
131	InceptionV1/InceptionV1/Mixed_4f/concat	ConcatV2	71.33	0.00	71.33	0	0.00	0.00	0.00	0.00	NaN	true
132	InceptionV1/InceptionV1/Mixed_4f/Branch_0/Conv2d_0a_1x1/Relu	Relu	24.67	4.00	20.67	0	0.00	230101.33	70.20	0.00	0.00	true
133	InceptionV1/InceptionV1/MaxPool_5a_2x2/MaxPool	MaxPool	39.67	4.33	35.33	40768	0.00	163530.67	14.00	0.25	9.41	true
134	InceptionV1/InceptionV1/Mixed_5b/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	32.00	4.67	27.33	40768	0.00	88000.00	18.70	0.46	8.74	true
135	InceptionV1/InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	131.33	48.67	82.67	3409440	106496.00	682.67	6.92	31.81	70.06	false
136	InceptionV1/InceptionV1/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	168.00	82.67	85.33	17047200	539904.00	405.33	6.16	31.55	206.22	false
137	InceptionV1/InceptionV1/Mixed_5b/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	131.33	52.00	79.33	27275520	853845.33	11925.33	9.41	31.50	524.53	false
138	InceptionV1/InceptionV1/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	128.67	50.00	78.67	13637760	425984.00	661.33	8.09	31.97	272.76	false
139	InceptionV1/InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	27.67	4.00	23.67	1568	469.33	0.00	33.40	3.34	0.39	true
140	InceptionV1/InceptionV1/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	22.33	4.00	18.33	7840	640.00	42.67	45.40	11.48	1.96	true
141	InceptionV1/InceptionV1/Mixed_5b/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	21.00	4.00	17.00	12544	1109.33	85.33	42.30	10.50	3.14	true
142	InceptionV1/InceptionV1/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	21.00	4.00	17.00	6272	512.00	0.00	41.90	12.25	1.57	true
143	InceptionV1/InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_1x1/Relu	Relu	18.33	3.00	15.33	0	256.00	0.00	39.00	0.00	0.00	true
144	InceptionV1/InceptionV1/Mixed_5b/Branch_1/Conv2d_0a_1x1/Relu	Relu	20.33	3.33	17.00	0	0.00	42.67	44.00	0.00	0.00	true
145	InceptionV1/InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_3x3/BatchNorm/batchnorm/mul	Conv2D	111.33	21.00	90.33	4767744	149930.67	213.33	18.37	31.75	227.04	false
146	InceptionV1/InceptionV1/Mixed_5b/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	150.00	55.00	95.00	57876480	1875189.33	4325237.33	20.93	9.33	1052.28	true
147	InceptionV1/InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_3x3/BatchNorm/batchnorm/add_1	Add	27.33	5.00	22.33	6272	25728.00	384.00	43.30	0.24	1.25	true
148	InceptionV1/InceptionV1/Mixed_5b/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	21.33	4.33	17.00	15680	1280.00	1013.33	45.20	6.84	3.62	true
149	InceptionV1/InceptionV1/Mixed_5b/concat	ConcatV2	69.67	0.00	69.67	0	0.00	0.00	0.00	0.00	NaN	true
150	InceptionV1/InceptionV1/Mixed_5b/Branch_0/Conv2d_0a_1x1/Relu	Relu	23.00	4.00	19.00	0	0.00	162570.67	44.00	0.00	0.00	true
151	InceptionV1/InceptionV1/Mixed_5c/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	38.67	4.00	34.67	40768	1024.00	159477.33	18.80	0.25	10.19	true
152	InceptionV1/InceptionV1/Mixed_5c/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	125.67	48.67	77.00	6818096	160256.00	167776.00	7.07	20.78	140.10	false
153	InceptionV1/InceptionV1/Mixed_5c/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	133.67	50.33	83.33	20456640	638976.00	487733.33	8.26	18.16	406.43	false
154	InceptionV1/InceptionV1/Mixed_5c/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	133.00	53.67	79.33	40913280	1277952.00	714602.67	10.43	20.53	762.35	false
155	InceptionV1/InceptionV1/Mixed_5c/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	133.33	50.00	83.33	13637760	425984.00	68170.67	8.09	27.60	272.76	false
156	InceptionV1/InceptionV1/Mixed_5c/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	27.67	4.00	23.67	2352	320.00	128.00	40.00	5.25	0.59	true
157	InceptionV1/InceptionV1/Mixed_5c/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	21.00	4.00	17.00	9408	768.00	810.67	42.20	5.96	2.35	true
158	InceptionV1/InceptionV1/Mixed_5c/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	22.67	4.00	18.67	18816	2560.00	0.00	44.50	7.35	4.70	true
159	InceptionV1/InceptionV1/Mixed_5c/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	20.33	4.00	16.33	6272	512.00	0.00	41.70	12.25	1.57	true
160	InceptionV1/InceptionV1/Mixed_5c/Branch_2/Conv2d_0a_1x1/Relu	Relu	20.33	3.33	17.00	0	682.67	0.00	41.20	0.00	0.00	true
161	InceptionV1/InceptionV1/Mixed_5c/Branch_1/Conv2d_0a_1x1/Relu	Relu	19.00	3.00	16.00	0	0.00	42.67	42.70	0.00	0.00	true
162	InceptionV1/InceptionV1/Mixed_5c/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	115.00	23.33	91.67	7065600	221184.00	135296.00	17.95	19.82	302.80	false
163	InceptionV1/InceptionV1/Mixed_5c/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	160.67	68.67	92.00	83238912	3099829.33	6033056.00	22.20	9.11	1212.21	true
164	InceptionV1/InceptionV1/Mixed_5c/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	26.67	5.00	21.67	6272	25920.00	554.67	43.00	0.24	1.25	true
165	InceptionV1/InceptionV1/Mixed_5c/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	24.00	4.00	20.00	18816	1621.33	42.67	44.40	11.31	4.70	true
166	InceptionV1/InceptionV1/Mixed_5c/concat	ConcatV2	69.67	0.00	69.67	0	0.00	0.00	0.00	0.00	NaN	true
167	InceptionV1/InceptionV1/Mixed_5c/Branch_0/Conv2d_0a_1x1/Relu	Relu	24.33	3.00	21.33	0	0.00	183125.33	43.80	0.00	0.00	true
168	InceptionV1/Logits/AvgPool_0a_7x7/AvgPool	AvgPool	44.00	7.33	36.67	72194	5034.67	4522.67	10.40	7.55	9.85	true
169	InceptionV1/Logits/Conv2d_0c_1x1/convolution	Conv2D	168.67	85.00	83.67	67109865	5399381.33	4142400.00	14.68	7.03	789.53	true
170	InceptionV1/Logits/Conv2d_0c_1x1/BiasAdd	BiasAdd	30.67	4.00	26.67	1001	5280.00	298.67	46.20	0.18	0.25	true
171	InceptionV1/Logits/Conv2d_0c_1x1/BiasAdd-0-0-TransposeNCHWToNHWC-LayoutOptimizer	Transpose	8.00	0.00	8.00	0	0.00	0.00	0.00	0.00	NaN	true
172	InceptionV1/Logits/SpatialSqueeze	Squeeze	12.00	0.00	12.00	0	0.00	0.00	0.00	0.00	NaN	true
173	InceptionV1/Logits/Predictions/Shape	Shape	10.67	0.00	10.67	0	0.00	0.00	0.00	0.00	NaN	true
174	InceptionV1/Logits/Predictions/Softmax	Softmax	60.33	14.33	46.00	34455	2133.33	426.67	3.48	13.46	2.40	true
175	InceptionV1/Logits/Predictions/Reshape_1	Reshape	9.67	0.00	9.67	0	0.00	0.00	0.00	0.00	NaN	true

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