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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	359.67	275.33	84.33	0	77077600.00	79710400.00	93.30	0.00	0.00	true
2	InceptionV1/InceptionV1/Conv2d_1a_7x7/BatchNorm/batchnorm/mul	Conv2D	3116.67	2913.67	203.00	31444697088	91160000.00	341100000.00	27.41	72.74	10792.14	false
3	InceptionV1/InceptionV1/Conv2d_1a_7x7/BatchNorm/batchnorm/add_1	Add	1057.67	1022.00	35.67	102760448	59228170.67	119689248.00	49.90	0.57	100.55	true
4	InceptionV1/InceptionV1/Conv2d_1a_7x7/Relu	Relu	1051.33	1026.33	25.00	0	59285344.00	120621664.00	98.20	0.00	0.00	true
5	InceptionV1/InceptionV1/MaxPool_2a_3x3/MaxPool	MaxPool	882.67	836.00	46.67	25690112	27964928.00	16866922.67	72.20	0.57	30.73	true
6	InceptionV1/InceptionV1/Conv2d_2b_1x1/BatchNorm/batchnorm/mul	Conv2D	411.00	311.00	100.00	3339714560	102808138.67	100882080.00	24.31	16.40	10738.63	true
7	InceptionV1/InceptionV1/Conv2d_2b_1x1/BatchNorm/batchnorm/add_1	Add	282.00	256.67	25.33	25690112	102762282.67	102813600.00	49.50	0.12	100.09	true
8	InceptionV1/InceptionV1/Conv2d_2b_1x1/Relu	Relu	276.33	256.67	19.67	0	102760608.00	102753952.00	97.30	0.00	0.00	true
9	InceptionV1/InceptionV1/Conv2d_2c_3x3/BatchNorm/batchnorm/mul	Conv2D	4490.33	4372.67	117.67	47784321024	28320149.33	147715200.00	15.84	271.45	10927.96	false
10	InceptionV1/InceptionV1/Conv2d_2c_3x3/BatchNorm/batchnorm/add_1	Add	797.33	768.67	28.67	77070336	88009589.33	105626048.00	49.90	0.40	100.26	true
11	InceptionV1/InceptionV1/Conv2d_2c_3x3/Relu	Relu	795.33	773.00	22.33	0	6543872.00	14562848.00	98.00	0.00	0.00	true
12	InceptionV1/InceptionV1/MaxPool_3a_3x3/MaxPool	MaxPool	671.33	624.33	47.00	19267584	128.00	1280.00	71.90	13684.36	30.86	false
13	InceptionV1/InceptionV1/Mixed_3b/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	488.33	455.67	32.67	19267584	58605461.33	71101194.67	70.70	0.15	42.28	true
14	InceptionV1/InceptionV1/Mixed_3b/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	263.67	165.00	98.67	1239547904	77126240.00	7786037.33	20.54	14.60	7512.41	true
15	InceptionV1/InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	512.00	415.33	96.67	4958191616	149482848.00	36337802.67	23.86	26.68	11937.87	false
16	InceptionV1/InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	323.67	236.00	87.67	2479095808	77169525.33	25139861.33	22.99	24.23	10504.64	false
17	InceptionV1/InceptionV1/Mixed_3b/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	262.00	162.67	99.33	1239547904	77139637.33	13377397.33	20.13	13.69	7620.16	true
18	InceptionV1/InceptionV1/Mixed_3b/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	45.00	19.00	26.00	1605632	6423189.33	5627210.67	44.20	0.13	84.51	true
19	InceptionV1/InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	117.33	100.33	17.00	9633792	38535786.67	38508565.33	48.90	0.13	96.02	true
20	InceptionV1/InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	85.67	68.67	17.00	6422528	25690624.00	25677973.33	48.10	0.13	93.53	true
21	InceptionV1/InceptionV1/Mixed_3b/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	55.00	35.00	20.00	3211264	12845440.00	12835520.00	46.80	0.13	91.75	true
22	InceptionV1/InceptionV1/Mixed_3b/Branch_2/Conv2d_0a_1x1/Relu	Relu	37.00	19.00	18.00	0	6422944.00	6269610.67	85.20	0.00	0.00	true
23	InceptionV1/InceptionV1/Mixed_3b/Branch_1/Conv2d_0a_1x1/Relu	Relu	115.33	97.67	17.67	0	38535328.00	38664256.00	95.40	0.00	0.00	true
24	InceptionV1/InceptionV1/Mixed_3b/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	214.00	117.33	96.67	601912320	21325738.67	18505578.67	23.99	15.11	5129.95	true
25	InceptionV1/InceptionV1/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	1051.67	912.00	139.67	6199181312	183824768.00	209349173.33	31.53	15.77	6797.35	true
26	InceptionV1/InceptionV1/Mixed_3b/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	63.67	37.33	26.33	3211264	12848512.00	12915520.00	47.00	0.12	86.02	true
27	InceptionV1/InceptionV1/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	150.00	131.00	19.00	12845056	51380992.00	51426122.67	49.10	0.12	98.05	true
28	InceptionV1/InceptionV1/Mixed_3b/concat	ConcatV2	339.00	245.82	93.18	0	85637333.33	85840970.67	95.90	0.00	0.00	true
29	InceptionV1/InceptionV1/Mixed_3b/Branch_0/Conv2d_0a_1x1/Relu	Relu	276.67	255.67	21.00	0	102760608.00	102672288.00	97.20	0.00	0.00	true
30	InceptionV1/InceptionV1/Mixed_3c/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	648.67	607.33	41.33	25690112	1070549.33	1322101.33	70.70	10.74	42.30	true
31	InceptionV1/InceptionV1/Mixed_3c/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	292.67	200.00	92.67	1650589696	102874506.67	13124096.00	19.50	14.23	8252.95	true
32	InceptionV1/InceptionV1/Mixed_3c/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	640.00	563.00	77.00	6602358784	62323296.00	15415221.33	24.03	84.93	11727.10	false
33	InceptionV1/InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	640.00	544.67	95.33	6602358784	68701440.00	17490389.33	24.05	76.60	12121.83	false
34	InceptionV1/InceptionV1/Mixed_3c/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	394.67	307.33	87.33	3301179392	102962784.00	25773120.00	23.07	25.64	10741.38	false
35	InceptionV1/InceptionV1/Mixed_3c/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	61.00	35.33	25.67	3211264	12845781.33	12457440.00	46.80	0.13	90.89	true
36	InceptionV1/InceptionV1/Mixed_3c/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	149.67	131.33	18.33	12845056	51380992.00	51398304.00	49.10	0.12	97.81	true
37	InceptionV1/InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	149.33	132.00	17.33	12845056	51380992.00	51393866.67	49.10	0.12	97.31	true
38	InceptionV1/InceptionV1/Mixed_3c/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	85.67	67.67	18.00	6422528	25690624.00	25667264.00	48.20	0.13	94.91	true
39	InceptionV1/InceptionV1/Mixed_3c/Branch_2/Conv2d_0a_1x1/Relu	Relu	52.67	35.00	17.67	0	12845472.00	12738880.00	90.10	0.00	0.00	true
40	InceptionV1/InceptionV1/Mixed_3c/Branch_1/Conv2d_0a_1x1/Relu	Relu	146.00	129.33	16.67	0	51380384.00	51457141.33	96.30	0.00	0.00	true
41	InceptionV1/InceptionV1/Mixed_3c/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	509.67	394.67	115.00	1788067840	97323253.33	126456928.00	33.52	7.99	4530.58	true
42	InceptionV1/InceptionV1/Mixed_3c/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	1634.33	1512.33	122.00	11998265344	174701557.33	279724906.67	29.48	26.40	7933.61	false
43	InceptionV1/InceptionV1/Mixed_3c/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	126.33	100.67	25.67	9633792	38536874.67	38641013.33	48.80	0.12	95.70	true
44	InceptionV1/InceptionV1/Mixed_3c/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	213.33	194.33	19.00	19267584	77071360.00	77094165.33	49.60	0.12	99.15	true
45	InceptionV1/InceptionV1/Mixed_3c/concat	ConcatV2	568.00	498.27	69.73	0	184118570.67	184240960.00	97.40	0.00	0.00	true
46	InceptionV1/InceptionV1/Mixed_3c/Branch_0/Conv2d_0a_1x1/Relu	Relu	500.33	478.33	22.00	0	121426944.00	124380874.67	97.80	0.00	0.00	true
47	InceptionV1/InceptionV1/MaxPool_4a_3x3/MaxPool	MaxPool	485.67	444.00	41.67	12042240	165585322.67	52078389.33	62.80	0.06	27.12	true
48	InceptionV1/InceptionV1/Mixed_4b/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	326.67	296.33	30.33	12042240	48169152.00	56692405.33	61.50	0.11	40.64	true
49	InceptionV1/InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	256.67	165.67	91.00	1544617984	48755509.33	3401354.67	15.91	29.61	9323.63	false
50	InceptionV1/InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	327.00	234.00	93.00	2316926976	106694826.67	8789514.67	21.11	20.06	9901.40	false
51	InceptionV1/InceptionV1/Mixed_4b/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	498.67	408.00	90.67	4633853952	145672778.67	21261301.33	23.22	27.76	11357.46	false
52	InceptionV1/InceptionV1/Mixed_4b/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	250.33	165.33	85.00	1544617984	49383594.67	6515530.67	16.24	27.63	9342.41	false
53	InceptionV1/InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	32.33	9.00	23.33	401408	1606602.67	1326656.00	45.00	0.14	44.60	true
54	InceptionV1/InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	47.33	29.00	18.33	2408448	9637749.33	9919466.67	45.80	0.12	83.05	true
55	InceptionV1/InceptionV1/Mixed_4b/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	71.00	53.33	17.67	4816896	19268544.00	19311648.00	47.50	0.12	90.32	true
56	InceptionV1/InceptionV1/Mixed_4b/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	37.33	20.33	17.00	1605632	6423040.00	6389237.33	45.30	0.13	78.97	true
57	InceptionV1/InceptionV1/Mixed_4b/Branch_2/Conv2d_0a_1x1/Relu	Relu	24.33	7.67	16.67	0	1605728.00	1640277.33	54.20	0.00	0.00	true
58	InceptionV1/InceptionV1/Mixed_4b/Branch_1/Conv2d_0a_1x1/Relu	Relu	42.67	26.67	16.00	0	9633888.00	9466549.33	88.80	0.00	0.00	true
59	InceptionV1/InceptionV1/Mixed_4b/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	154.33	62.33	92.00	301000704	1758976.00	5835040.00	23.36	39.64	4828.91	false
60	InceptionV1/InceptionV1/Mixed_4b/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	618.67	490.05	128.62	3460853760	78100981.33	92378517.33	36.72	20.30	7062.29	false
61	InceptionV1/InceptionV1/Mixed_4b/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	40.00	16.33	23.67	1204224	4818720.00	4805781.33	44.70	0.13	73.73	true
62	InceptionV1/InceptionV1/Mixed_4b/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	74.33	57.00	17.33	5218304	20874240.00	20892266.67	47.80	0.12	91.55	true
63	InceptionV1/InceptionV1/Mixed_4b/concat	ConcatV2	199.33	146.82	52.51	0	51380800.00	51557600.00	94.50	0.00	0.00	true
64	InceptionV1/InceptionV1/Mixed_4b/Branch_0/Conv2d_0a_1x1/Relu	Relu	147.33	129.00	18.33	0	51380640.00	51273248.00	96.30	0.00	0.00	true
65	InceptionV1/InceptionV1/Mixed_4c/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	353.00	318.00	35.00	12845056	51385792.00	61966261.33	61.40	0.11	40.39	true
66	InceptionV1/InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	262.33	172.33	90.00	1647378432	52538133.33	3772373.33	16.38	29.26	9559.22	false
67	InceptionV1/InceptionV1/Mixed_4c/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	520.67	436.67	84.00	3294756864	100514645.33	12311509.33	22.53	29.20	7545.24	false
68	InceptionV1/InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	533.67	448.00	85.67	4118446080	140515562.67	13677568.00	20.68	26.71	9192.96	false
69	InceptionV1/InceptionV1/Mixed_4c/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	259.33	171.33	88.00	1647378432	53004757.33	6492085.33	16.44	27.69	9615.07	false
70	InceptionV1/InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	34.00	10.00	24.00	602112	2410293.33	2217472.00	45.00	0.13	60.21	true
71	InceptionV1/InceptionV1/Mixed_4c/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	51.33	32.67	18.67	2809856	11242378.67	11510336.00	45.90	0.12	86.02	true
72	InceptionV1/InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	62.67	45.00	17.67	4014080	16057216.00	16051392.00	47.20	0.13	89.20	true
73	InceptionV1/InceptionV1/Mixed_4c/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	38.67	20.33	18.33	1605632	6423040.00	6384064.00	45.50	0.13	78.97	true
74	InceptionV1/InceptionV1/Mixed_4c/Branch_2/Conv2d_0a_1x1/Relu	Relu	25.33	9.33	16.00	0	2409226.67	2392021.33	65.90	0.00	0.00	true
75	InceptionV1/InceptionV1/Mixed_4c/Branch_1/Conv2d_0a_1x1/Relu	Relu	45.67	30.33	15.33	0	11239541.33	11146250.67	89.30	0.00	0.00	true
76	InceptionV1/InceptionV1/Mixed_4c/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	161.33	71.00	90.33	440491008	2940394.67	7982976.00	23.32	40.33	6204.10	false
77	InceptionV1/InceptionV1/Mixed_4c/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	673.67	554.00	119.67	4030394368	92238325.34	104872746.67	36.12	20.45	7275.07	false
78	InceptionV1/InceptionV1/Mixed_4c/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	45.00	20.67	24.33	1605632	6424245.33	6404512.00	45.70	0.13	77.69	true
79	InceptionV1/InceptionV1/Mixed_4c/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	78.00	60.33	17.67	5619712	22479936.00	22480906.67	47.90	0.12	93.14	true
80	InceptionV1/InceptionV1/Mixed_4c/concat	ConcatV2	200.33	140.36	59.97	0	47101376.00	47258090.67	94.70	0.00	0.00	true
81	InceptionV1/InceptionV1/Mixed_4c/Branch_0/Conv2d_0a_1x1/Relu	Relu	149.33	129.33	20.00	0	51364682.67	51260565.33	96.30	0.00	0.00	true
82	InceptionV1/InceptionV1/Mixed_4d/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	350.33	317.67	32.67	12845056	51383744.00	62230325.33	61.40	0.11	40.44	true
83	InceptionV1/InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	262.33	172.67	89.67	1647378432	52707989.33	3776618.67	16.37	29.17	9540.78	false
84	InceptionV1/InceptionV1/Mixed_4d/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	474.67	405.67	69.00	3294756864	103072309.33	13898709.33	22.25	28.17	8121.85	false
85	InceptionV1/InceptionV1/Mixed_4d/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	475.67	406.67	69.00	3294756864	97084544.00	13758869.33	22.56	29.72	8101.85	false
86	InceptionV1/InceptionV1/Mixed_4d/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	254.67	172.33	82.33	1647378432	52805813.33	5579349.33	16.40	28.22	9559.27	false
87	InceptionV1/InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	33.00	10.00	23.00	602112	2410442.67	2217834.67	44.70	0.13	60.21	true
88	InceptionV1/InceptionV1/Mixed_4d/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	54.00	36.67	17.33	3211264	12847520.00	13106933.33	47.00	0.12	87.58	true
89	InceptionV1/InceptionV1/Mixed_4d/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	53.67	35.67	18.00	3211264	12845824.00	12812874.67	46.90	0.13	90.03	true
90	InceptionV1/InceptionV1/Mixed_4d/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	38.00	20.00	18.00	1605632	6423040.00	6437066.67	45.10	0.12	80.28	true
91	InceptionV1/InceptionV1/Mixed_4d/Branch_2/Conv2d_0a_1x1/Relu	Relu	25.67	9.00	16.67	0	2408544.00	2362016.00	67.40	0.00	0.00	true
92	InceptionV1/InceptionV1/Mixed_4d/Branch_1/Conv2d_0a_1x1/Relu	Relu	52.33	34.33	18.00	0	12845152.00	12792416.00	89.30	0.00	0.00	true
93	InceptionV1/InceptionV1/Mixed_4d/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	158.33	66.67	91.67	440491008	2938549.33	7971818.67	23.56	40.37	6607.33	false
94	InceptionV1/InceptionV1/Mixed_4d/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	812.67	689.14	123.52	5228199936	110113258.67	123906730.67	35.36	22.34	7586.52	false
95	InceptionV1/InceptionV1/Mixed_4d/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	45.00	20.67	24.33	1605632	6423434.67	6436085.33	45.50	0.12	77.69	true
96	InceptionV1/InceptionV1/Mixed_4d/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	85.67	68.33	17.33	6422528	25691349.33	25677344.00	48.20	0.13	93.99	true
97	InceptionV1/InceptionV1/Mixed_4d/concat	ConcatV2	199.00	128.18	70.82	0	42817493.33	42936938.67	94.30	0.00	0.00	true
98	InceptionV1/InceptionV1/Mixed_4d/Branch_0/Conv2d_0a_1x1/Relu	Relu	148.00	129.33	18.67	0	51380341.33	51293354.67	96.40	0.00	0.00	true
99	InceptionV1/InceptionV1/Mixed_4e/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	350.67	317.67	33.00	12845056	51383232.00	62060586.67	61.40	0.11	40.44	true
100	InceptionV1/InceptionV1/Mixed_4e/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	261.33	172.67	88.67	1647378432	52879669.33	4161941.33	16.39	28.88	9540.78	false
101	InceptionV1/InceptionV1/Mixed_4e/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	527.67	443.67	84.00	4942135296	128864384.00	12996522.67	23.83	34.84	11139.29	false
102	InceptionV1/InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	511.00	420.00	91.00	3294756864	103128949.33	13677152.00	22.81	28.21	7844.66	false
103	InceptionV1/InceptionV1/Mixed_4e/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	257.33	171.33	86.00	1647378432	52525941.33	5292917.33	16.43	28.49	9615.07	false
104	InceptionV1/InceptionV1/Mixed_4e/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	36.67	13.33	23.33	802816	3213525.33	3144810.67	44.20	0.13	60.21	true
105	InceptionV1/InceptionV1/Mixed_4e/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	58.67	41.00	17.67	3612672	14453098.67	14606602.67	46.70	0.12	88.11	true
106	InceptionV1/InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	50.67	33.33	17.33	2809856	11240128.00	11235872.00	45.90	0.13	84.30	true
107	InceptionV1/InceptionV1/Mixed_4e/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	37.67	20.00	17.67	1605632	6423040.00	6396736.00	45.20	0.13	80.28	true
108	InceptionV1/InceptionV1/Mixed_4e/Branch_2/Conv2d_0a_1x1/Relu	Relu	29.00	11.00	18.00	0	3211360.00	2995733.33	73.70	0.00	0.00	true
109	InceptionV1/InceptionV1/Mixed_4e/Branch_1/Conv2d_0a_1x1/Relu	Relu	54.67	38.00	16.67	0	14450848.00	14568896.00	91.70	0.00	0.00	true
110	InceptionV1/InceptionV1/Mixed_4e/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	171.33	79.00	92.33	579981312	4043498.67	8040192.00	23.46	48.00	7341.54	false
111	InceptionV1/InceptionV1/Mixed_4e/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	954.67	832.48	122.19	6581514240	97482805.33	124657994.67	34.90	29.63	7905.94	false
112	InceptionV1/InceptionV1/Mixed_4e/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	46.67	20.33	26.33	1605632	6423712.00	6396992.00	45.50	0.13	78.97	true
113	InceptionV1/InceptionV1/Mixed_4e/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	94.67	76.00	18.67	7225344	28902762.67	28918944.00	47.80	0.12	95.07	true
114	InceptionV1/InceptionV1/Mixed_4e/concat	ConcatV2	204.00	127.46	76.54	0	41213653.33	41305173.33	94.30	0.00	0.00	true
115	InceptionV1/InceptionV1/Mixed_4e/Branch_0/Conv2d_0a_1x1/Relu	Relu	153.67	133.00	20.67	0	52985973.33	52912938.67	96.30	0.00	0.00	true
116	InceptionV1/InceptionV1/Mixed_4f/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	361.00	326.00	35.00	13246464	52988864.00	64136384.00	61.40	0.11	40.63	true
117	InceptionV1/InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	269.67	177.00	92.67	1698758656	54483349.33	4171680.00	16.34	28.96	9597.51	false
118	InceptionV1/InceptionV1/Mixed_4f/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	510.67	411.67	99.00	4246896640	174234112.00	17446709.33	20.75	22.16	10316.36	false
119	InceptionV1/InceptionV1/Mixed_4f/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	769.33	678.00	91.33	6795034624	542890.67	277653.33	23.35	8281.13	10022.17	false
120	InceptionV1/InceptionV1/Mixed_4f/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	469.33	348.33	121.00	3397517312	106318741.33	14686090.67	21.90	28.08	9753.65	false
121	InceptionV1/InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	36.33	11.33	25.00	802816	3213013.33	1947456.00	44.30	0.16	70.84	true
122	InceptionV1/InceptionV1/Mixed_4f/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	64.33	46.00	18.33	4014080	16060074.67	16183285.33	47.10	0.12	87.26	true
123	InceptionV1/InceptionV1/Mixed_4f/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	85.67	68.33	17.33	6422528	25691392.00	25688266.67	48.20	0.13	93.99	true
124	InceptionV1/InceptionV1/Mixed_4f/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	55.33	36.00	19.33	3211264	12845824.00	12834112.00	47.00	0.13	89.20	true
125	InceptionV1/InceptionV1/Mixed_4f/Branch_2/Conv2d_0a_1x1/Relu	Relu	29.00	10.67	18.33	0	3211424.00	2921920.00	75.60	0.00	0.00	true
126	InceptionV1/InceptionV1/Mixed_4f/Branch_1/Conv2d_0a_1x1/Relu	Relu	59.33	43.00	16.33	0	16056522.67	16269056.00	90.60	0.00	0.00	true
127	InceptionV1/InceptionV1/Mixed_4f/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	290.00	170.91	119.09	729939968	28950144.00	43046933.34	38.23	10.14	4271.03	true
128	InceptionV1/InceptionV1/Mixed_4f/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	1115.33	994.38	120.95	8090337280	67752992.00	121432213.33	34.66	42.76	8136.05	false
129	InceptionV1/InceptionV1/Mixed_4f/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	60.67	36.00	24.67	3211264	12846016.00	12817653.33	47.00	0.13	89.20	true
130	InceptionV1/InceptionV1/Mixed_4f/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	102.00	84.67	17.33	8028160	32114176.00	32143605.33	48.20	0.12	94.82	true
131	InceptionV1/InceptionV1/Mixed_4f/concat	ConcatV2	284.67	219.73	64.94	0	79212416.00	79407029.33	95.80	0.00	0.00	true
132	InceptionV1/InceptionV1/Mixed_4f/Branch_0/Conv2d_0a_1x1/Relu	Relu	227.33	207.33	20.00	0	83493024.00	83369162.67	97.10	0.00	0.00	true
133	InceptionV1/InceptionV1/MaxPool_5a_2x2/MaxPool	MaxPool	186.00	151.67	34.33	5218304	83505162.67	25816533.33	63.10	0.05	34.41	true
134	InceptionV1/InceptionV1/Mixed_5b/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	145.67	116.33	29.33	5218304	20873408.00	22559584.00	65.40	0.12	44.86	true
135	InceptionV1/InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	204.33	114.33	90.00	668745728	20752512.00	3012917.33	7.89	28.14	5849.11	false
136	InceptionV1/InceptionV1/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	273.33	188.00	85.33	2006237184	24937440.00	3077621.33	12.82	71.61	10671.47	false
137	InceptionV1/InceptionV1/Mixed_5b/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	358.33	273.33	85.00	2674982912	42398880.00	8842048.00	16.29	52.20	9786.53	false
138	InceptionV1/InceptionV1/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	274.00	187.67	86.33	1337491456	31564586.67	5609013.33	9.45	35.98	7126.94	false
139	InceptionV1/InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	30.67	6.00	24.67	200704	803904.00	75061.33	45.80	0.23	33.45	true
140	InceptionV1/InceptionV1/Mixed_5b/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	31.33	14.00	17.33	1003520	4015637.33	3076896.00	44.70	0.14	71.68	true
141	InceptionV1/InceptionV1/Mixed_5b/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	38.00	20.00	18.00	1605632	6424106.67	6482592.00	45.80	0.12	80.28	true
142	InceptionV1/InceptionV1/Mixed_5b/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	30.33	13.00	17.33	802816	3210101.33	3238090.67	45.40	0.12	61.76	true
143	InceptionV1/InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_1x1/Relu	Relu	22.33	5.67	16.67	0	802912.00	802666.67	60.90	0.00	0.00	true
144	InceptionV1/InceptionV1/Mixed_5b/Branch_1/Conv2d_0a_1x1/Relu	Relu	29.00	12.67	16.33	0	4014570.67	3704554.67	77.80	0.00	0.00	true
145	InceptionV1/InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_3x3/BatchNorm/batchnorm/mul	Conv2D	177.00	89.33	87.67	464027648	212704.00	4083349.33	9.98	108.01	5194.36	false
146	InceptionV1/InceptionV1/Mixed_5b/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	705.33	616.33	89.00	5784289280	2605194.67	4281984.00	19.18	839.86	9385.01	false
147	InceptionV1/InceptionV1/Mixed_5b/Branch_2/Conv2d_0a_3x3/BatchNorm/batchnorm/add_1	Add	36.67	12.00	24.67	802816	3216106.67	3017301.33	45.30	0.13	66.90	true
148	InceptionV1/InceptionV1/Mixed_5b/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	41.33	24.00	17.33	2007040	6771765.33	8164426.67	45.10	0.13	83.63	true
149	InceptionV1/InceptionV1/Mixed_5b/concat	ConcatV2	116.00	65.45	50.55	0	19804117.33	19971797.33	91.30	0.00	0.00	true
150	InceptionV1/InceptionV1/Mixed_5b/Branch_0/Conv2d_0a_1x1/Relu	Relu	73.00	54.00	19.00	0	20464106.67	20592437.33	92.00	0.00	0.00	true
151	InceptionV1/InceptionV1/Mixed_5c/Branch_3/MaxPool_0a_3x3/MaxPool	MaxPool	150.00	117.00	33.00	5218304	20873408.00	24236074.67	65.40	0.12	44.60	true
152	InceptionV1/InceptionV1/Mixed_5c/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	202.00	116.33	85.67	668745728	20877408.00	3081237.33	7.82	27.91	5748.55	false
153	InceptionV1/InceptionV1/Mixed_5c/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	271.67	187.67	84.00	2006237184	25188384.00	4688384.00	12.79	67.15	10690.47	false
154	InceptionV1/InceptionV1/Mixed_5c/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/mul	Conv2D	440.67	357.00	83.67	4012474368	69848576.00	13221877.33	22.59	48.30	11239.42	false
155	InceptionV1/InceptionV1/Mixed_5c/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/mul	Conv2D	274.67	188.00	86.67	1337491456	31578090.67	5520021.33	9.51	36.05	7114.32	false
156	InceptionV1/InceptionV1/Mixed_5c/Branch_2/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	29.33	6.67	22.67	301056	1204608.00	183936.00	45.50	0.22	45.16	true
157	InceptionV1/InceptionV1/Mixed_5c/Branch_1/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	34.00	16.33	17.67	1204224	4819669.33	4345504.00	45.00	0.13	73.73	true
158	InceptionV1/InceptionV1/Mixed_5c/Branch_0/Conv2d_0a_1x1/BatchNorm/batchnorm/add_1	Add	46.67	28.00	18.67	2408448	9635456.00	9622229.33	46.20	0.13	86.02	true
159	InceptionV1/InceptionV1/Mixed_5c/Branch_3/Conv2d_0b_1x1/BatchNorm/batchnorm/add_1	Add	29.00	13.00	16.00	802816	3211968.00	3231552.00	45.40	0.12	61.76	true
160	InceptionV1/InceptionV1/Mixed_5c/Branch_2/Conv2d_0a_1x1/Relu	Relu	22.67	6.00	16.67	0	1204320.00	1213280.00	52.70	0.00	0.00	true
161	InceptionV1/InceptionV1/Mixed_5c/Branch_1/Conv2d_0a_1x1/Relu	Relu	30.33	14.33	16.00	0	4816938.67	4555733.33	80.10	0.00	0.00	true
162	InceptionV1/InceptionV1/Mixed_5c/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	196.67	109.00	87.67	695238656	653312.00	4088992.00	9.66	146.60	6378.34	false
163	InceptionV1/InceptionV1/Mixed_5c/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/mul	Conv2D	1004.00	910.67	93.33	10111500288	4027221.33	9363381.33	25.10	755.12	11103.40	false
164	InceptionV1/InceptionV1/Mixed_5c/Branch_2/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	36.67	11.00	25.67	802816	3212480.00	1267669.33	45.50	0.18	72.98	true
165	InceptionV1/InceptionV1/Mixed_5c/Branch_1/Conv2d_0b_3x3/BatchNorm/batchnorm/add_1	Add	46.67	28.67	18.00	2408448	9504981.33	9674666.67	46.20	0.13	84.01	true
166	InceptionV1/InceptionV1/Mixed_5c/concat	ConcatV2	134.67	80.00	54.67	0	25691242.67	25671040.00	92.60	0.00	0.00	true
167	InceptionV1/InceptionV1/Mixed_5c/Branch_0/Conv2d_0a_1x1/Relu	Relu	86.00	66.00	20.00	0	25401482.67	25526346.67	93.60	0.00	0.00	true
168	InceptionV1/Logits/AvgPool_0a_7x7/AvgPool	AvgPool	119.33	81.33	38.00	9240832	54464576.00	3549568.00	63.00	0.16	113.62	true
169	InceptionV1/Logits/Conv2d_0c_1x1/convolution	Conv2D	325.00	231.67	93.33	268697600	6198240.00	2592608.00	10.60	30.57	1159.84	false
170	InceptionV1/Logits/Conv2d_0c_1x1/BiasAdd	BiasAdd	28.67	6.00	22.67	128128	6080.00	74.67	44.30	20.82	21.35	false
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	0.00	true
172	InceptionV1/Logits/SpatialSqueeze	Squeeze	11.67	0.00	11.67	0	0.00	0.00	0.00	0.00	0.00	true
173	InceptionV1/Logits/Predictions/Shape	Shape	10.00	0.00	10.00	0	0.00	0.00	0.00	0.00	0.00	true
174	InceptionV1/Logits/Predictions/Softmax	Softmax	68.67	20.67	48.00	4366848	13056.00	469.33	15.37	322.86	211.30	false
175	InceptionV1/Logits/Predictions/Reshape_1	Reshape	8.67	0.00	8.67	0	0.00	0.00	0.00	0.00	0.00	true

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