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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	resnetv22_conv0_fwd	Convolution	18817.33	135.00	18682.33	239239168	2005.33	320.00	19.29	102883.83	1772.14	false
2	resnetv22_batchnorm1_fwd	BatchNorm	194.33	49.33	145.00	4849664	3366293.33	3812149.33	76.50	0.68	98.30	true
3	resnetv22_relu0_fwd	Activation	61.00	45.00	16.00	1605632	3257013.33	3452917.33	94.30	0.24	35.68	true
4	resnetv22_pool0_fwd	Pooling	4018.00	52.00	3966.00	200704	4048842.67	1636469.33	70.90	0.04	3.86	true
5	resnetv22_stage1_batchnorm0_fwd	BatchNorm	118.33	10.00	108.33	1236992	443200.00	312928.00	71.30	1.64	123.70	true
6	resnetv22_stage1_activation0	Activation	25.00	6.00	19.00	401408	384.00	236554.67	87.50	1.69	66.90	true
7	resnetv22_stage1_conv0_fwd	Convolution	2985.33	38.33	2947.00	26624000	43232.00	812074.67	7.79	31.13	694.55	false
8	resnetv22_stage1_batchnorm1_fwd	BatchNorm	90.00	8.00	82.00	1236992	2122.67	921514.67	73.10	1.34	154.62	true
9	resnetv22_stage1_activation1	Activation	24.33	6.00	18.33	401408	1472.00	271690.67	88.60	1.47	66.90	true
10	resnetv22_stage1_conv1_fwd	Convolution	17983.33	73.33	17910.00	124444672	190325.33	1297162.67	20.20	83.66	1696.98	false
11	resnetv22_stage1_batchnorm2_fwd	BatchNorm	108.67	8.00	100.67	1236992	2240.00	756853.33	73.00	1.63	154.62	true
12	resnetv22_stage1_activation2	Activation	24.00	6.00	18.00	401408	1344.00	238965.33	88.80	1.67	66.90	true
13	resnetv22_stage1_conv2_fwd	Convolution	7526.33	78.67	7447.67	106496000	540128.00	3710133.33	21.36	25.06	1353.76	true
14	resnetv22_stage1_conv3_fwd	Convolution	6694.67	72.33	6622.33	106496000	1424064.00	3838005.33	20.83	20.24	1472.30	true
15	resnetv22_stage1__plus0	elemwise_add	219.00	67.00	152.00	802816	7157621.33	3659552.00	86.60	0.07	11.98	true
16	resnetv22_stage1_batchnorm3_fwd	BatchNorm	81.67	52.00	29.67	4947968	3717664.00	3739253.33	87.00	0.66	95.15	true
17	resnetv22_stage1_activation3	Activation	56.33	48.00	8.33	1605632	3723957.33	3615264.00	94.90	0.22	33.45	true
18	resnetv22_stage1_conv4_fwd	Convolution	7934.00	105.00	7829.00	105267200	3730517.33	1290954.67	7.89	20.96	1002.54	true
19	resnetv22_stage1_batchnorm4_fwd	BatchNorm	102.00	9.00	93.00	1236992	2197.33	685952.00	73.10	1.80	137.44	true
20	resnetv22_stage1_activation4	Activation	24.67	6.00	18.67	401408	885.33	232992.00	89.00	1.72	66.90	true
21	resnetv22_stage1_conv5_fwd	Convolution	18042.00	73.00	17969.00	124444672	191338.67	1294869.33	20.14	83.73	1704.72	false
22	resnetv22_stage1_batchnorm5_fwd	BatchNorm	105.33	8.00	97.33	1236992	2112.00	753674.67	73.20	1.64	154.62	true
23	resnetv22_stage1_activation5	Activation	25.00	6.00	19.00	401408	874.67	232373.33	88.90	1.72	66.90	true
24	resnetv22_stage1_conv6_fwd	Convolution	7544.67	78.33	7466.33	106496000	542794.67	3703264.00	21.30	25.08	1359.53	true
25	resnetv22_stage1__plus1	elemwise_add	134.67	67.00	67.67	802816	7148629.33	3622528.00	86.60	0.07	11.98	true
26	resnetv22_stage1_batchnorm6_fwd	BatchNorm	87.67	52.00	35.67	4947968	3713258.67	3725525.33	87.50	0.67	95.15	true
27	resnetv22_stage1_activation6	Activation	58.33	48.00	10.33	1605632	3714016.00	3605632.00	95.10	0.22	33.45	true
28	resnetv22_stage1_conv7_fwd	Convolution	7884.00	106.33	7777.67	105267200	3727072.00	1286986.67	7.89	20.99	989.98	true
29	resnetv22_stage1_batchnorm7_fwd	BatchNorm	107.00	8.00	99.00	1236992	1984.00	679733.33	73.10	1.81	154.62	true
30	resnetv22_stage1_activation7	Activation	25.33	6.00	19.33	401408	672.00	237674.67	89.10	1.68	66.90	true
31	resnetv22_stage1_conv8_fwd	Convolution	17990.33	72.00	17918.33	124444672	195605.33	1298218.67	20.08	83.31	1728.40	false
32	resnetv22_stage1_batchnorm8_fwd	BatchNorm	110.67	8.00	102.67	1236992	2037.33	755381.33	73.20	1.63	154.62	true
33	resnetv22_stage1_activation8	Activation	24.00	6.00	18.00	401408	1258.67	246186.67	89.40	1.62	66.90	true
34	resnetv22_stage1_conv9_fwd	Convolution	7541.00	78.33	7462.67	106496000	539989.33	3714880.00	21.39	25.03	1359.53	true
35	resnetv22_stage1__plus2	elemwise_add	135.67	66.67	69.00	802816	7126954.67	3613248.00	86.30	0.07	12.04	true
36	resnetv22_stage2_batchnorm0_fwd	BatchNorm	82.67	51.33	31.33	4947968	3720309.33	3716480.00	87.10	0.67	96.39	true
37	resnetv22_stage2_activation0	Activation	57.00	48.00	9.00	1605632	3714602.67	3612960.00	94.90	0.22	33.45	true
38	resnetv22_stage2_conv0_fwd	Convolution	13960.67	109.33	13851.33	210534400	3014304.00	1483648.00	15.87	46.81	1925.63	false
39	resnetv22_stage2_batchnorm1_fwd	BatchNorm	119.00	23.00	96.00	2473984	956138.67	1901237.33	80.40	0.87	107.56	true
40	resnetv22_stage2_activation1	Activation	35.67	16.00	19.67	802816	727040.00	1564352.00	92.80	0.35	50.18	true
41	resnetv22_stage2_conv1_fwd	Convolution	16220.00	252.33	15967.67	264470528	362.67	67904.00	12.42	3874.08	1048.10	false
42	resnetv22_stage2_batchnorm2_fwd	BatchNorm	100.33	6.00	94.33	634880	3445.33	342048.00	68.30	1.84	105.81	true
43	resnetv22_stage2_activation2	Activation	19.00	4.00	15.00	200704	1184.00	45312.00	83.20	4.32	50.18	true
44	resnetv22_stage2_conv2_fwd	Convolution	7257.67	65.67	7192.00	118358016	463157.33	1871637.33	17.25	50.69	1802.40	false
45	resnetv22_stage2_conv3_fwd	Convolution	12247.00	109.33	12137.67	235798528	2673034.67	1488896.00	17.47	56.66	2156.70	false
46	resnetv22_stage2__plus0	elemwise_add	125.33	31.00	94.33	401408	3112821.33	1743424.00	84.80	0.08	12.95	true
47	resnetv22_stage2_batchnorm3_fwd	BatchNorm	59.00	29.33	29.67	2539520	1814453.33	1951808.00	81.90	0.67	86.58	true
48	resnetv22_stage2_activation3	Activation	39.33	17.33	22.00	802816	944469.33	1619882.67	94.00	0.31	46.32	true
49	resnetv22_stage2_conv4_fwd	Convolution	7524.67	115.33	7409.33	117669888	200000.00	163402.67	12.33	323.80	1020.26	false
50	resnetv22_stage2_batchnorm4_fwd	BatchNorm	97.00	6.00	91.00	634880	2752.00	462442.67	68.40	1.36	105.81	true
51	resnetv22_stage2_activation4	Activation	19.67	4.67	15.00	200704	384.00	48576.00	83.40	4.10	43.00	true
52	resnetv22_stage2_conv5_fwd	Convolution	16153.00	82.33	16070.67	141656064	777365.33	1719765.33	23.71	56.73	1720.53	false
53	resnetv22_stage2_batchnorm5_fwd	BatchNorm	101.67	6.00	95.67	634880	3498.67	424917.33	68.10	1.48	105.81	true
54	resnetv22_stage2_activation5	Activation	19.00	5.00	14.00	200704	1525.33	45525.33	85.30	4.27	40.14	true
55	resnetv22_stage2_conv6_fwd	Convolution	7252.00	70.33	7181.67	118358016	473930.67	1856394.67	16.93	50.79	1682.82	false
56	resnetv22_stage2__plus1	elemwise_add	106.67	27.33	79.33	401408	2820778.67	1276170.67	83.30	0.10	14.69	true
57	resnetv22_stage2_batchnorm6_fwd	BatchNorm	59.00	29.00	30.00	2539520	1797898.67	1946709.33	81.20	0.68	87.57	true
58	resnetv22_stage2_activation6	Activation	36.00	17.67	18.33	802816	942848.00	1619840.00	93.80	0.31	45.44	true
59	resnetv22_stage2_conv7_fwd	Convolution	7515.00	115.33	7399.67	117669888	155029.33	165866.67	12.33	366.69	1020.26	false
60	resnetv22_stage2_batchnorm7_fwd	BatchNorm	96.67	6.00	90.67	634880	2784.00	478229.33	68.40	1.32	105.81	true
61	resnetv22_stage2_activation7	Activation	19.00	4.33	14.67	200704	384.00	49856.00	83.70	3.99	46.32	true
62	resnetv22_stage2_conv8_fwd	Convolution	16177.33	79.67	16097.67	141656064	765408.00	1723189.33	23.43	56.92	1778.10	false
63	resnetv22_stage2_batchnorm8_fwd	BatchNorm	97.00	6.00	91.00	634880	3733.33	425952.00	68.20	1.48	105.81	true
64	resnetv22_stage2_activation8	Activation	19.67	5.00	14.67	200704	1237.33	44650.67	85.80	4.37	40.14	true
65	resnetv22_stage2_conv9_fwd	Convolution	7252.33	70.67	7181.67	118358016	471936.00	1842240.00	16.93	51.14	1674.87	false
66	resnetv22_stage2__plus2	elemwise_add	106.67	27.00	79.67	401408	2831658.67	1302986.67	83.70	0.10	14.87	true
67	resnetv22_stage2_batchnorm9_fwd	BatchNorm	59.00	29.00	30.00	2539520	1801141.33	1957877.33	81.80	0.68	87.57	true
68	resnetv22_stage2_activation9	Activation	37.33	16.67	20.67	802816	943722.67	1610250.67	93.60	0.31	48.17	true
69	resnetv22_stage2_conv10_fwd	Convolution	7513.33	115.33	7398.00	117669888	176960.00	186122.67	12.33	324.09	1020.26	false
70	resnetv22_stage2_batchnorm10_fwd	BatchNorm	96.33	6.00	90.33	634880	3093.33	477504.00	68.30	1.32	105.81	true
71	resnetv22_stage2_activation10	Activation	19.00	4.00	15.00	200704	384.00	49781.33	83.40	4.00	50.18	true
72	resnetv22_stage2_conv11_fwd	Convolution	16142.00	80.00	16062.00	141656064	759477.33	1722656.00	23.48	57.07	1770.70	false
73	resnetv22_stage2_batchnorm11_fwd	BatchNorm	95.67	6.00	89.67	634880	3360.00	418997.33	68.20	1.50	105.81	true
74	resnetv22_stage2_activation11	Activation	19.00	5.00	14.00	200704	1056.00	51808.00	84.80	3.80	40.14	true
75	resnetv22_stage2_conv12_fwd	Convolution	7249.00	69.67	7179.33	118358016	479125.33	1836384.00	16.98	51.12	1698.91	false
76	resnetv22_stage2__plus3	elemwise_add	101.33	26.33	75.00	401408	2832629.33	1298666.67	83.10	0.10	15.24	true
77	resnetv22_stage3_batchnorm0_fwd	BatchNorm	57.33	29.00	28.33	2539520	1788448.00	1942805.33	82.00	0.68	87.57	true
78	resnetv22_stage3_activation0	Activation	36.00	17.00	19.00	802816	929973.33	1619061.33	93.80	0.31	47.22	true
79	resnetv22_stage3_conv0_fwd	Convolution	13101.67	115.67	12986.00	235339776	722485.33	699701.33	12.33	165.48	2034.63	false
80	resnetv22_stage3_batchnorm1_fwd	BatchNorm	100.00	11.00	89.00	1269760	6538.67	943498.67	77.40	1.34	115.43	true
81	resnetv22_stage3_activation1	Activation	24.33	6.00	18.33	401408	576.00	188053.33	88.20	2.13	66.90	true
82	resnetv22_stage3_conv1_fwd	Convolution	15621.00	341.00	15280.00	264291328	220245.33	1620576.00	9.45	143.57	775.05	false
83	resnetv22_stage3_batchnorm2_fwd	BatchNorm	91.33	6.00	85.33	317440	5312.00	0.00	33.30	59.76	52.91	false
84	resnetv22_stage3_activation2	Activation	17.67	4.00	13.67	100352	1184.00	0.00	79.60	84.76	25.09	false
85	resnetv22_stage3_conv2_fwd	Convolution	7070.67	72.67	6998.00	134742016	2110730.67	136181.33	12.10	59.97	1854.24	false
86	resnetv22_stage3_conv3_fwd	Convolution	12173.00	122.33	12050.67	268959744	884202.67	140469.33	12.33	262.48	2198.59	false
87	resnetv22_stage3__plus0	elemwise_add	92.33	12.00	80.33	200704	883616.00	640917.33	78.90	0.13	16.73	true
88	resnetv22_stage3_batchnorm3_fwd	BatchNorm	41.00	11.00	30.00	1269760	26400.00	1091818.67	65.60	1.14	115.43	true
89	resnetv22_stage3_activation3	Activation	24.67	6.00	18.67	401408	1162.67	204640.00	88.00	1.95	66.90	true
90	resnetv22_stage3_conv4_fwd	Convolution	7183.33	213.00	6970.33	134348800	106.67	2560.00	12.40	50380.79	630.75	false
91	resnetv22_stage3_batchnorm4_fwd	BatchNorm	90.33	6.00	84.33	317440	5194.67	158037.33	33.70	1.94	52.91	true
92	resnetv22_stage3_activation4	Activation	17.00	4.00	13.00	100352	0.00	11221.33	77.20	8.94	25.09	true
93	resnetv22_stage3_conv5_fwd	Convolution	15481.67	137.67	15344.00	143884288	7976650.67	5969706.67	32.06	10.32	1045.17	true
94	resnetv22_stage3_batchnorm5_fwd	BatchNorm	91.33	6.00	85.33	317440	5600.00	0.00	33.90	56.69	52.91	false
95	resnetv22_stage3_activation5	Activation	17.00	4.00	13.00	100352	1642.67	0.00	78.80	61.09	25.09	false
96	resnetv22_stage3_conv6_fwd	Convolution	7069.67	78.00	6991.67	134742016	2116928.00	138240.00	12.14	59.75	1727.46	false
97	resnetv22_stage3__plus1	elemwise_add	91.67	9.00	82.67	200704	869013.33	93674.67	76.40	0.21	22.30	true
98	resnetv22_stage3_batchnorm6_fwd	BatchNorm	38.67	11.00	27.67	1269760	26282.67	849738.67	64.30	1.45	115.43	true
99	resnetv22_stage3_activation6	Activation	24.33	6.00	18.33	401408	693.33	160202.67	88.10	2.49	66.90	true
100	resnetv22_stage3_conv7_fwd	Convolution	7205.00	213.00	6992.00	134348800	288.00	1760.00	12.40	65600.00	630.75	false
101	resnetv22_stage3_batchnorm7_fwd	BatchNorm	93.67	5.00	88.67	317440	5045.33	100842.67	32.60	3.00	63.49	true
102	resnetv22_stage3_activation7	Activation	16.67	4.00	12.67	100352	0.00	5408.00	78.60	18.56	25.09	true
103	resnetv22_stage3_conv8_fwd	Convolution	15506.00	133.00	15373.00	143884288	7995008.00	5953834.67	31.18	10.32	1081.84	true
104	resnetv22_stage3_batchnorm8_fwd	BatchNorm	93.33	6.00	87.33	317440	5738.67	0.00	34.00	55.32	52.91	false
105	resnetv22_stage3_activation8	Activation	16.67	4.00	12.67	100352	992.00	0.00	79.60	101.16	25.09	false
106	resnetv22_stage3_conv9_fwd	Convolution	7074.33	77.67	6996.67	134742016	2116629.33	126730.67	12.20	60.06	1734.89	false
107	resnetv22_stage3__plus2	elemwise_add	90.33	9.00	81.33	200704	867605.33	95658.67	76.60	0.21	22.30	true
108	resnetv22_stage3_batchnorm9_fwd	BatchNorm	39.67	11.00	28.67	1269760	26037.33	851744.00	65.60	1.45	115.43	true
109	resnetv22_stage3_activation9	Activation	24.33	6.00	18.33	401408	992.00	165216.00	88.10	2.42	66.90	true
110	resnetv22_stage3_conv10_fwd	Convolution	7182.33	213.33	6969.00	134348800	618.67	1706.67	12.40	57776.13	629.76	false
111	resnetv22_stage3_batchnorm10_fwd	BatchNorm	94.67	6.00	88.67	317440	5056.00	156384.00	33.60	1.97	52.91	true
112	resnetv22_stage3_activation10	Activation	16.33	4.00	12.33	100352	0.00	11466.67	77.20	8.75	25.09	true
113	resnetv22_stage3_conv11_fwd	Convolution	15458.00	133.00	15325.00	143884288	8008480.00	5968693.33	31.19	10.29	1081.84	true
114	resnetv22_stage3_batchnorm11_fwd	BatchNorm	95.00	5.00	90.00	317440	5802.67	0.00	33.50	54.71	63.49	false
115	resnetv22_stage3_activation11	Activation	16.33	4.00	12.33	100352	981.33	0.00	80.00	102.26	25.09	false
116	resnetv22_stage3_conv12_fwd	Convolution	7070.67	78.33	6992.33	134742016	2116800.00	137557.33	12.15	59.77	1720.12	false
117	resnetv22_stage3__plus3	elemwise_add	93.33	9.00	84.33	200704	869397.33	92554.67	76.90	0.21	22.30	true
118	resnetv22_stage3_batchnorm12_fwd	BatchNorm	39.00	11.00	28.00	1269760	26293.33	851157.33	65.50	1.45	115.43	true
119	resnetv22_stage3_activation12	Activation	24.33	6.00	18.33	401408	576.00	159872.00	88.10	2.50	66.90	true
120	resnetv22_stage3_conv13_fwd	Convolution	7204.67	213.67	6991.00	134348800	288.00	2506.67	12.40	48073.28	628.78	false
121	resnetv22_stage3_batchnorm13_fwd	BatchNorm	95.67	5.67	90.00	317440	5162.67	100266.67	33.10	3.01	56.02	true
122	resnetv22_stage3_activation13	Activation	18.00	4.00	14.00	100352	0.00	5440.00	78.40	18.45	25.09	true
123	resnetv22_stage3_conv14_fwd	Convolution	15505.33	133.67	15371.67	143884288	7997504.00	5960714.67	31.09	10.31	1076.45	true
124	resnetv22_stage3_batchnorm14_fwd	BatchNorm	93.33	5.33	88.00	317440	5738.67	0.00	33.40	55.32	59.52	false
125	resnetv22_stage3_activation14	Activation	17.33	4.00	13.33	100352	992.00	0.00	79.70	101.16	25.09	false
126	resnetv22_stage3_conv15_fwd	Convolution	7075.67	78.00	6997.67	134742016	2116650.67	128597.33	12.14	60.01	1727.46	false
127	resnetv22_stage3__plus4	elemwise_add	89.33	9.00	80.33	200704	871136.00	94325.33	76.70	0.21	22.30	true
128	resnetv22_stage3_batchnorm15_fwd	BatchNorm	40.33	11.00	29.33	1269760	26005.33	851136.00	64.70	1.45	115.43	true
129	resnetv22_stage3_activation15	Activation	24.67	6.00	18.67	401408	992.00	165589.33	88.20	2.41	66.90	true
130	resnetv22_stage3_conv16_fwd	Convolution	7178.67	213.00	6965.67	134348800	320.00	2666.67	12.40	44982.85	630.75	false
131	resnetv22_stage3_batchnorm16_fwd	BatchNorm	94.00	5.33	88.67	317440	5322.67	159253.33	33.50	1.93	59.52	true
132	resnetv22_stage3_activation16	Activation	16.00	4.00	12.00	100352	0.00	10944.00	77.20	9.17	25.09	true
133	resnetv22_stage3_conv17_fwd	Convolution	15458.67	132.33	15326.33	143884288	8003157.33	5967018.67	31.32	10.30	1087.28	true
134	resnetv22_stage3_batchnorm17_fwd	BatchNorm	95.33	6.00	89.33	317440	5824.00	0.00	33.70	54.51	52.91	false
135	resnetv22_stage3_activation17	Activation	16.67	4.00	12.67	100352	981.33	0.00	78.90	102.26	25.09	false
136	resnetv22_stage3_conv18_fwd	Convolution	7071.67	77.67	6994.00	134742016	2116586.67	140789.33	12.17	59.69	1734.87	false
137	resnetv22_stage3__plus5	elemwise_add	90.33	9.00	81.33	200704	868778.67	92010.67	76.30	0.21	22.30	true
138	resnetv22_stage4_batchnorm0_fwd	BatchNorm	38.33	10.67	27.67	1269760	26688.00	854122.67	64.50	1.44	119.04	true
139	resnetv22_stage4_activation0	Activation	24.33	6.00	18.33	401408	672.00	159669.33	88.10	2.50	66.90	true
140	resnetv22_stage4_conv0_fwd	Convolution	13233.67	215.33	13018.33	268697600	0.00	1600.00	12.41	167936.00	1247.82	false
141	resnetv22_stage4_batchnorm1_fwd	BatchNorm	100.00	7.00	93.00	634880	13098.67	99114.67	60.90	5.66	90.70	true
142	resnetv22_stage4_activation1	Activation	19.67	4.67	15.00	200704	384.00	480.00	83.80	232.30	43.00	false
143	resnetv22_stage4_conv1_fwd	Convolution	18954.33	601.00	18353.33	302014976	5170581.33	2118912.00	4.73	41.43	502.52	false
144	resnetv22_stage4_batchnorm2_fwd	BatchNorm	97.00	5.67	91.33	175616	11434.67	0.00	58.10	15.36	30.99	true
145	resnetv22_stage4_activation2	Activation	17.33	4.00	13.33	50176	896.00	0.00	81.00	56.00	12.54	false
146	resnetv22_stage4_conv2_fwd	Convolution	8559.00	132.33	8426.67	268959744	1397.33	0.00	12.26	192480.78	2032.43	false
147	resnetv22_stage4_conv3_fwd	Convolution	15327.33	243.67	15083.67	537395200	405.33	0.00	12.41	1325811.62	2205.45	false
148	resnetv22_stage4__plus0	elemwise_add	94.67	6.00	88.67	100352	440714.67	0.00	77.40	0.23	16.73	true
149	resnetv22_stage4_batchnorm3_fwd	BatchNorm	40.33	10.33	30.00	702464	47669.33	333973.33	65.00	1.84	67.98	true
150	resnetv22_stage4_activation3	Activation	18.67	4.33	14.33	200704	970.67	12842.67	83.80	14.53	46.32	true
151	resnetv22_stage4_conv4_fwd	Convolution	8492.67	413.67	8079.00	268566528	2660896.00	1047168.00	12.34	72.43	649.23	false
152	resnetv22_stage4_batchnorm4_fwd	BatchNorm	96.33	5.00	91.33	175616	11029.33	0.00	55.20	15.92	35.12	true
153	resnetv22_stage4_activation4	Activation	16.33	3.00	13.33	50176	384.00	0.00	81.50	130.67	16.73	false
154	resnetv22_stage4_conv5_fwd	Convolution	18812.00	358.67	18453.33	294748160	0.00	1418.67	40.26	207764.16	821.79	false
155	resnetv22_stage4_batchnorm5_fwd	BatchNorm	96.33	6.00	90.33	175616	12320.00	0.00	57.60	14.25	29.27	true
156	resnetv22_stage4_activation5	Activation	15.00	4.00	11.00	50176	1536.00	0.00	80.90	32.67	12.54	false
157	resnetv22_stage4_conv6_fwd	Convolution	8554.00	138.67	8415.33	268959744	7744.00	0.00	12.26	34731.37	1939.61	false
158	resnetv22_stage4__plus1	elemwise_add	90.67	6.00	84.67	100352	440704.00	0.00	77.50	0.23	16.73	true
159	resnetv22_stage4_batchnorm6_fwd	BatchNorm	38.67	10.00	28.67	702464	48544.00	522.67	64.90	14.32	70.25	true
160	resnetv22_stage4_activation6	Activation	19.00	4.00	15.00	200704	778.67	320.00	83.70	182.68	50.18	false
161	resnetv22_stage4_conv7_fwd	Convolution	8533.67	413.33	8120.33	268566528	2640448.00	898954.67	12.34	75.88	649.76	false
162	resnetv22_stage4_batchnorm7_fwd	BatchNorm	92.67	5.33	87.33	175616	11722.67	0.00	58.10	14.98	32.93	true
163	resnetv22_stage4_activation7	Activation	16.33	3.00	13.33	50176	384.00	0.00	81.40	130.67	16.73	false
164	resnetv22_stage4_conv8_fwd	Convolution	18959.33	354.33	18605.00	294748160	192.00	1642.67	40.16	160654.85	831.84	false
165	resnetv22_stage4_batchnorm8_fwd	BatchNorm	95.33	5.33	90.00	175616	12234.67	0.00	57.60	14.35	32.93	true
166	resnetv22_stage4_activation8	Activation	16.33	3.67	12.67	50176	992.00	0.00	81.70	50.58	13.68	false
167	resnetv22_stage4_conv9_fwd	Convolution	8551.33	137.67	8413.67	268959744	1877.33	0.00	12.28	143266.93	1953.70	false
168	resnetv22_stage4__plus2	elemwise_add	89.33	6.00	83.33	100352	441258.67	0.00	76.60	0.23	16.73	true
169	resnetv22_batchnorm2_fwd	BatchNorm	38.67	10.00	28.67	702464	50250.67	576.00	61.60	13.82	70.25	true
170	resnetv22_relu1_fwd	Activation	18.33	4.00	14.33	200704	896.00	672.00	83.60	128.00	50.18	false
171	resnetv22_pool1_fwd	Pooling	277.33	17.00	260.33	144028	12320.00	426.67	11.90	11.30	8.47	true
172	resnetv22_flatten0_flatten0	Flatten	5.00	0.00	5.00	0	0.00	0.00	0.00	0.00	0.00	true
173	resnetv22_dense0_fwd	FullyConnected	2753.00	73.33	2679.67	4496000	9709109.33	944469.33	37.79	0.42	61.31	true

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