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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	densenet0_batchnorm0_fwd	BatchNorm	265.67	12.67	253.00	4849664	14837.33	4422453.33	23.80	1.09	382.86	false
2	densenet0_relu0_fwd	Activation	221.00	7.00	214.00	1605632	57632.00	1102805.33	77.60	1.38	229.38	false
3	densenet0_pool0_fwd	Pooling	2963.33	9.00	2954.33	200704	3477.33	1139253.33	56.10	0.18	22.30	false
4	densenet0_stage1_batchnorm0_fwd	BatchNorm	150.33	5.33	145.00	1236992	1109.33	366592.00	22.70	3.36	231.95	false
5	densenet0_stage1_relu0_fwd	Activation	61.67	5.00	56.67	401408	224.00	188757.33	54.40	2.12	80.28	false
6	densenet0_stage1_conv0_fwd	Convolution	3787.33	16.67	3770.67	51781632	115797.33	1801066.67	11.90	27.01	3106.84	false
7	densenet0_stage1_batchnorm1_fwd	BatchNorm	131.67	5.67	126.00	2473984	2048.00	1039008.00	35.90	2.38	436.56	false
8	densenet0_stage1_relu1_fwd	Activation	113.00	5.00	108.00	802816	85.33	351712.00	64.80	2.28	160.56	false
9	densenet0_stage1_conv1_fwd	Convolution	19535.00	44.67	19490.33	123469824	162218.67	500053.33	11.65	186.43	2764.23	false
10	densenet0_stage1_concat0	Concat	86.33	9.43	76.91	0	256.00	2176.00	48.40	0.00	0.00	false
11	densenet0_stage1_batchnorm2_fwd	BatchNorm	154.33	5.67	148.67	1855488	1536.00	440640.00	27.40	4.20	327.42	false
12	densenet0_stage1_relu2_fwd	Activation	96.67	5.00	91.67	602112	85.33	151530.67	59.90	3.97	120.42	false
13	densenet0_stage1_conv2_fwd	Convolution	4608.67	20.00	4588.67	77471744	49408.00	1436778.67	11.80	52.13	3873.59	false
14	densenet0_stage1_batchnorm3_fwd	BatchNorm	121.00	6.00	115.00	2473984	2048.00	655488.00	35.90	3.76	412.33	false
15	densenet0_stage1_relu3_fwd	Activation	112.67	5.00	107.67	802816	0.00	345962.67	64.90	2.32	160.56	false
16	densenet0_stage1_conv3_fwd	Convolution	19508.67	40.00	19468.67	123469824	147712.00	497290.67	11.71	191.43	3086.75	false
17	densenet0_stage1_concat1	Concat	94.67	10.29	84.38	0	0.00	736.00	51.80	0.00	0.00	false
18	densenet0_stage1_batchnorm4_fwd	BatchNorm	158.33	6.00	152.33	2473984	2048.00	1331690.67	35.90	1.85	412.33	false
19	densenet0_stage1_relu4_fwd	Activation	113.00	5.00	108.00	802816	0.00	308874.67	64.30	2.60	160.56	false
20	densenet0_stage1_conv4_fwd	Convolution	6967.67	24.00	6943.67	103161856	65536.00	1585632.00	11.80	62.48	4298.41	false
21	densenet0_stage1_batchnorm5_fwd	BatchNorm	126.00	6.00	120.00	2473984	2048.00	459893.33	35.90	5.36	412.33	false
22	densenet0_stage1_relu5_fwd	Activation	116.00	5.00	111.00	802816	0.00	245013.33	64.50	3.28	160.56	false
23	densenet0_stage1_conv5_fwd	Convolution	19259.67	39.33	19220.33	123469824	147456.00	559050.67	11.81	174.76	3139.09	false
24	densenet0_stage1_concat2	Concat	101.67	11.43	90.24	0	170.67	156789.33	54.20	0.00	0.00	false
25	densenet0_stage1_batchnorm6_fwd	BatchNorm	177.00	6.00	171.00	3092480	2560.00	1624597.33	44.10	1.90	515.41	false
26	densenet0_stage1_relu6_fwd	Activation	117.33	6.00	111.33	1003520	0.00	502378.67	65.50	2.00	167.25	false
27	densenet0_stage1_conv6_fwd	Convolution	7623.00	27.33	7595.67	128851968	81962.67	1637322.67	11.90	74.95	4714.15	false
28	densenet0_stage1_batchnorm7_fwd	BatchNorm	131.33	6.00	125.33	2473984	2048.00	804373.33	35.90	3.07	412.33	false
29	densenet0_stage1_relu7_fwd	Activation	85.33	5.00	80.33	802816	74.67	294357.33	66.60	2.73	160.56	false
30	densenet0_stage1_conv7_fwd	Convolution	19045.00	39.00	19006.00	123469824	147456.00	581770.67	11.85	169.32	3165.89	false
31	densenet0_stage1_concat3	Concat	117.00	13.00	104.00	0	6378.67	547360.00	55.70	0.00	0.00	false
32	densenet0_stage1_batchnorm8_fwd	BatchNorm	186.00	6.67	179.33	3710976	3168.00	2362069.33	52.80	1.57	556.62	false
33	densenet0_stage1_relu8_fwd	Activation	133.33	6.00	127.33	1204224	192.00	563274.67	71.20	2.14	200.70	false
34	densenet0_stage1_conv8_fwd	Convolution	8469.33	31.00	8438.33	154542080	104768.00	1425973.33	12.10	100.96	4985.23	false
35	densenet0_stage1_batchnorm9_fwd	BatchNorm	129.00	6.00	123.00	2473984	2048.00	1253194.67	35.80	1.97	412.33	false
36	densenet0_stage1_relu9_fwd	Activation	86.67	5.00	81.67	802816	224.00	313909.33	66.90	2.56	160.56	false
37	densenet0_stage1_conv9_fwd	Convolution	19113.00	40.00	19073.00	123469824	147456.00	603392.00	11.71	164.44	3086.75	false
38	densenet0_stage1_concat4	Concat	124.00	13.86	110.14	0	1301418.67	925045.33	56.30	0.00	0.00	false
39	densenet0_stage1_batchnorm10_fwd	BatchNorm	186.00	7.67	178.33	4329472	10186.67	2778976.00	60.50	1.55	564.69	false
40	densenet0_stage1_relu10_fwd	Activation	153.33	6.33	147.00	1404928	170.67	861696.00	72.70	1.63	221.84	false
41	densenet0_stage1_conv10_fwd	Convolution	10902.00	35.00	10867.00	180232192	128597.33	1428768.00	12.00	115.73	5149.49	false
42	densenet0_stage1_batchnorm11_fwd	BatchNorm	131.33	6.00	125.33	2473984	2048.00	1418133.33	35.90	1.74	412.33	false
43	densenet0_stage1_relu11_fwd	Activation	85.00	5.33	79.67	802816	906.67	307296.00	67.40	2.60	150.54	false
44	densenet0_stage1_conv11_fwd	Convolution	19129.00	39.00	19090.00	123469824	147456.00	604640.00	11.85	164.17	3165.89	false
45	densenet0_stage1_concat5	Concat	144.33	15.57	128.76	0	2498698.67	1434549.33	58.00	0.00	0.00	false
46	densenet0_batchnorm1_fwd	BatchNorm	194.00	10.33	183.67	4947968	450442.67	3202922.67	65.70	1.35	478.85	false
47	densenet0_relu1_fwd	Activation	167.67	7.00	160.67	1605632	27850.67	1262645.33	76.60	1.24	229.38	false
48	densenet0_conv1_fwd	Convolution	11867.67	39.00	11828.67	205922304	143402.67	1629632.00	12.10	116.14	5280.06	false
49	densenet0_pool1_fwd	Pooling	1079.00	6.00	1073.00	2107392	256.00	668437.33	28.90	3.15	351.23	false
50	densenet0_stage2_batchnorm0_fwd	BatchNorm	78.00	5.00	73.00	634880	2048.00	84256.00	17.80	7.36	126.98	false
51	densenet0_stage2_relu0_fwd	Activation	27.33	4.00	23.33	200704	0.00	18794.67	48.40	10.68	50.18	false
52	densenet0_stage2_conv0_fwd	Convolution	1732.67	17.00	1715.67	26314752	65536.00	402176.00	3.90	56.26	1547.93	false
53	densenet0_stage2_batchnorm1_fwd	BatchNorm	74.00	4.67	69.33	634880	2048.00	256.00	17.80	275.56	136.04	false
54	densenet0_stage2_relu1_fwd	Activation	26.67	4.00	22.67	200704	224.00	149.33	49.50	537.60	50.18	false
55	densenet0_stage2_conv1_fwd	Convolution	4880.67	39.00	4841.67	35446784	147712.00	363754.67	11.85	69.30	908.89	false
56	densenet0_stage2_concat0	Concat	51.67	8.14	43.52	0	0.00	20586.67	27.20	0.00	0.00	false
57	densenet0_stage2_batchnorm2_fwd	BatchNorm	43.33	5.00	38.33	793600	2560.00	92405.33	21.60	8.36	158.72	false
58	densenet0_stage2_relu2_fwd	Activation	31.00	4.00	27.00	250880	0.00	26432.00	52.30	9.49	62.72	false
59	densenet0_stage2_conv2_fwd	Convolution	2001.33	20.00	1981.33	32868352	81920.00	320.00	3.90	399.66	1643.42	false
60	densenet0_stage2_batchnorm3_fwd	BatchNorm	75.67	4.67	71.00	634880	2048.00	21.33	17.80	306.80	136.04	false
61	densenet0_stage2_relu3_fwd	Activation	26.00	4.33	21.67	200704	0.00	21.33	48.00	9408.15	46.32	false
62	densenet0_stage2_conv3_fwd	Convolution	4873.33	38.67	4834.67	35446784	147456.00	64.00	11.85	240.28	916.72	false
63	densenet0_stage2_concat1	Concat	54.00	8.29	45.71	0	0.00	140277.33	29.90	0.00	0.00	false
64	densenet0_stage2_batchnorm4_fwd	BatchNorm	49.67	4.67	45.00	952320	3072.00	125088.00	25.40	7.43	204.05	false
65	densenet0_stage2_relu4_fwd	Activation	36.33	4.67	31.67	301056	0.00	18144.00	53.90	16.59	64.51	false
66	densenet0_stage2_conv4_fwd	Convolution	2230.67	22.33	2208.33	39421952	98304.00	3541.33	3.90	387.08	1765.19	false
67	densenet0_stage2_batchnorm5_fwd	BatchNorm	78.00	5.00	73.00	634880	2048.00	277.33	17.80	273.03	126.98	false
68	densenet0_stage2_relu5_fwd	Activation	27.00	4.00	23.00	200704	0.00	64.00	47.80	3136.00	50.18	false
69	densenet0_stage2_conv5_fwd	Convolution	4955.67	39.00	4916.67	35446784	147456.00	4650.67	11.85	233.04	908.89	false
70	densenet0_stage2_concat2	Concat	56.33	8.57	47.76	0	0.00	18325.33	32.40	0.00	0.00	false
71	densenet0_stage2_batchnorm6_fwd	BatchNorm	56.33	5.00	51.33	1111040	3669.33	195392.00	29.10	5.58	222.21	false
72	densenet0_stage2_relu6_fwd	Activation	41.00	4.00	37.00	351232	0.00	66293.33	52.00	5.30	87.81	false
73	densenet0_stage2_conv6_fwd	Convolution	2853.33	25.00	2828.33	45975552	114688.00	3093.33	3.90	390.35	1839.02	false
74	densenet0_stage2_batchnorm7_fwd	BatchNorm	82.33	4.67	77.67	634880	2048.00	298.67	17.80	270.55	136.04	false
75	densenet0_stage2_relu7_fwd	Activation	29.33	4.00	25.33	200704	0.00	298.67	47.90	672.00	50.18	false
76	densenet0_stage2_conv7_fwd	Convolution	4878.33	39.33	4839.00	35446784	147456.00	102613.33	11.81	141.75	901.20	false
77	densenet0_stage2_concat3	Concat	60.33	9.00	51.33	0	0.00	203018.67	34.50	0.00	0.00	false
78	densenet0_stage2_batchnorm8_fwd	BatchNorm	52.67	5.00	47.67	1269760	4096.00	174464.00	32.60	7.11	253.95	false
79	densenet0_stage2_relu8_fwd	Activation	46.33	4.33	42.00	401408	0.00	18186.67	52.10	22.07	92.64	false
80	densenet0_stage2_conv8_fwd	Convolution	3082.33	28.00	3054.33	52529152	131072.00	19104.00	3.90	349.78	1876.04	false
81	densenet0_stage2_batchnorm9_fwd	BatchNorm	77.33	5.00	72.33	634880	2048.00	256.00	17.80	275.56	126.98	false
82	densenet0_stage2_relu9_fwd	Activation	27.00	4.33	22.67	200704	0.00	85.33	47.90	2352.01	46.32	false
83	densenet0_stage2_conv9_fwd	Convolution	4874.67	38.67	4836.00	35446784	147456.00	37461.33	11.85	191.69	916.72	false
84	densenet0_stage2_concat4	Concat	61.67	9.29	52.38	0	0.00	38634.67	35.90	0.00	0.00	false
85	densenet0_stage2_batchnorm10_fwd	BatchNorm	64.33	5.00	59.33	1428480	4608.00	329984.00	36.00	4.27	285.70	false
86	densenet0_stage2_relu10_fwd	Activation	52.00	4.33	47.67	451584	0.00	112736.00	54.10	4.01	104.22	false
87	densenet0_stage2_conv10_fwd	Convolution	3292.00	31.00	3261.00	59082752	147456.00	112320.00	3.90	227.44	1905.90	false
88	densenet0_stage2_batchnorm11_fwd	BatchNorm	81.67	4.67	77.00	634880	2048.00	341.33	17.80	265.71	136.04	false
89	densenet0_stage2_relu11_fwd	Activation	26.33	4.33	22.00	200704	0.00	384.00	47.90	522.67	46.32	false
90	densenet0_stage2_conv11_fwd	Convolution	4897.67	39.33	4858.33	35446784	147456.00	104853.33	11.70	140.49	901.20	false
91	densenet0_stage2_concat5	Concat	65.00	9.71	55.29	0	0.00	327776.00	37.50	0.00	0.00	false
92	densenet0_stage2_batchnorm12_fwd	BatchNorm	57.67	5.33	52.33	1587200	5120.00	246624.00	39.20	6.30	297.62	false
93	densenet0_stage2_relu12_fwd	Activation	56.33	4.67	51.67	501760	0.00	27786.67	56.20	18.06	107.51	false
94	densenet0_stage2_conv12_fwd	Convolution	3919.33	33.33	3886.00	65636352	163840.00	102154.67	3.90	246.76	1969.11	false
95	densenet0_stage2_batchnorm13_fwd	BatchNorm	76.67	5.00	71.67	634880	2048.00	298.67	17.80	270.55	126.98	false
96	densenet0_stage2_relu13_fwd	Activation	26.67	4.67	22.00	200704	0.00	213.33	47.90	940.80	43.00	false
97	densenet0_stage2_conv13_fwd	Convolution	4911.33	39.67	4871.67	35446784	147456.00	284074.67	11.71	82.14	893.61	false
98	densenet0_stage2_concat6	Concat	67.67	10.00	57.67	0	0.00	51530.67	38.50	0.00	0.00	false
99	densenet0_stage2_batchnorm14_fwd	BatchNorm	74.00	5.33	68.67	1745920	5632.00	717738.67	42.70	2.41	327.38	false
100	densenet0_stage2_relu14_fwd	Activation	62.00	5.00	57.00	551936	0.00	158165.33	58.40	3.49	110.39	false
101	densenet0_stage2_conv14_fwd	Convolution	4172.33	36.00	4136.33	72189952	180224.00	328224.00	3.90	141.98	2005.28	false
102	densenet0_stage2_batchnorm15_fwd	BatchNorm	75.67	4.67	71.00	634880	2048.00	341.33	17.80	265.71	136.04	false
103	densenet0_stage2_relu15_fwd	Activation	26.00	4.00	22.00	200704	0.00	426.67	48.00	470.40	50.18	false
104	densenet0_stage2_conv15_fwd	Convolution	4906.67	38.33	4868.33	35446784	147456.00	363168.00	11.84	69.42	924.71	false
105	densenet0_stage2_concat7	Concat	69.00	9.57	59.43	0	597.33	648330.67	39.50	0.00	0.00	false
106	densenet0_stage2_batchnorm16_fwd	BatchNorm	66.00	5.33	60.67	1904640	6144.00	677194.67	45.60	2.79	357.14	false
107	densenet0_stage2_relu16_fwd	Activation	66.00	5.00	61.00	602112	0.00	68704.00	60.00	8.76	120.42	false
108	densenet0_stage2_conv16_fwd	Convolution	4410.67	39.00	4371.67	78743552	196608.00	159413.33	3.90	221.18	2019.07	false
109	densenet0_stage2_batchnorm17_fwd	BatchNorm	77.00	5.00	72.00	634880	2048.00	256.00	17.70	275.56	126.98	false
110	densenet0_stage2_relu17_fwd	Activation	26.67	4.00	22.67	200704	0.00	128.00	47.90	1568.00	50.18	false
111	densenet0_stage2_conv17_fwd	Convolution	4915.67	38.33	4877.33	35446784	147456.00	363637.33	11.84	69.35	924.71	false
112	densenet0_stage2_concat8	Concat	72.00	10.14	61.86	0	0.00	51818.67	40.10	0.00	0.00	false
113	densenet0_stage2_batchnorm18_fwd	BatchNorm	79.67	5.33	74.33	2063360	6656.00	985504.00	49.10	2.08	386.90	false
114	densenet0_stage2_relu18_fwd	Activation	71.33	5.00	66.33	652288	0.00	169802.67	58.60	3.84	130.46	false
115	densenet0_stage2_conv18_fwd	Convolution	4981.67	41.00	4940.67	85297152	212992.00	408650.67	3.90	137.21	2080.42	false
116	densenet0_stage2_batchnorm19_fwd	BatchNorm	75.33	5.00	70.33	634880	2048.00	341.33	17.80	265.71	126.98	false
117	densenet0_stage2_relu19_fwd	Activation	26.67	4.67	22.00	200704	0.00	512.00	47.90	392.00	43.00	false
118	densenet0_stage2_conv19_fwd	Convolution	4923.67	39.00	4884.67	35446784	147456.00	361632.00	11.85	69.63	908.89	false
119	densenet0_stage2_concat9	Concat	76.00	10.00	66.00	0	0.00	919328.00	40.80	0.00	0.00	false
120	densenet0_stage2_batchnorm20_fwd	BatchNorm	69.33	5.67	63.67	2222080	7168.00	1042880.00	51.30	2.12	392.11	false
121	densenet0_stage2_relu20_fwd	Activation	76.00	5.00	71.00	702464	0.00	108234.67	60.10	6.49	140.49	false
122	densenet0_stage2_conv20_fwd	Convolution	5222.33	45.00	5177.33	91850752	229376.00	376085.33	3.90	151.70	2041.13	false
123	densenet0_stage2_batchnorm21_fwd	BatchNorm	77.00	5.00	72.00	634880	2048.00	341.33	17.80	265.71	126.98	false
124	densenet0_stage2_relu21_fwd	Activation	26.00	4.67	21.33	200704	0.00	298.67	47.90	672.00	43.00	false
125	densenet0_stage2_conv21_fwd	Convolution	4919.67	38.67	4881.00	35446784	147456.00	354250.67	11.85	70.65	916.72	false
126	densenet0_stage2_concat10	Concat	78.33	11.00	67.33	0	0.00	51658.67	41.50	0.00	0.00	false
127	densenet0_stage2_batchnorm22_fwd	BatchNorm	89.00	5.67	83.33	2380800	7680.00	1281184.00	54.00	1.85	420.12	false
128	densenet0_stage2_relu22_fwd	Activation	81.00	5.00	76.00	752640	0.00	158048.00	62.30	4.76	150.53	false
129	densenet0_stage2_conv22_fwd	Convolution	5435.33	48.33	5387.00	98404352	245760.00	404096.00	3.90	151.42	2035.97	false
130	densenet0_stage2_batchnorm23_fwd	BatchNorm	79.33	5.00	74.33	634880	2048.00	384.00	17.80	261.05	126.98	false
131	densenet0_stage2_relu23_fwd	Activation	27.33	4.67	22.67	200704	0.00	512.00	48.00	392.00	43.00	false
132	densenet0_stage2_conv23_fwd	Convolution	4888.67	39.00	4849.67	35446784	147456.00	363349.33	11.80	69.39	908.89	false
133	densenet0_stage2_concat11	Concat	75.00	10.71	64.29	0	0.00	1076405.33	42.00	0.00	0.00	false
134	densenet0_batchnorm2_fwd	BatchNorm	77.33	6.00	71.33	2539520	8192.00	1482784.00	57.00	1.70	423.25	false
135	densenet0_relu2_fwd	Activation	86.00	5.00	81.00	802816	0.00	154314.67	64.10	5.20	160.56	false
136	densenet0_conv2_fwd	Convolution	11226.00	54.00	11172.00	209915904	524288.00	801589.33	7.00	158.32	3887.33	false
137	densenet0_pool2_fwd	Pooling	562.00	6.00	556.00	1053696	256.00	6613.33	17.10	153.39	175.62	false
138	densenet0_stage3_batchnorm0_fwd	BatchNorm	73.33	5.00	68.33	317440	4096.00	149130.67	8.80	2.07	63.49	false
139	densenet0_stage3_relu0_fwd	Activation	17.33	4.00	13.33	100352	682.67	21632.00	35.20	4.50	25.09	false
140	densenet0_stage3_conv0_fwd	Convolution	810.67	21.00	789.67	14705152	131072.00	100810.67	3.10	63.42	700.25	false
141	densenet0_stage3_batchnorm1_fwd	BatchNorm	19.67	5.00	14.67	158720	2048.00	81301.33	4.70	1.90	31.74	false
142	densenet0_stage3_relu1_fwd	Activation	11.00	4.33	6.67	50176	0.00	19370.67	30.30	2.59	11.58	false
143	densenet0_stage3_conv1_fwd	Convolution	1303.00	38.33	1264.67	9039872	147712.00	262549.33	11.79	22.03	235.82	false
144	densenet0_stage3_concat0	Concat	15.67	7.29	8.38	0	0.00	0.00	20.30	0.00	0.00	false
145	densenet0_stage3_batchnorm2_fwd	BatchNorm	24.00	5.00	19.00	357120	4608.00	22016.00	9.60	13.41	71.42	false
146	densenet0_stage3_relu2_fwd	Activation	17.33	4.00	13.33	112896	0.00	3157.33	36.50	35.76	28.22	false
147	densenet0_stage3_conv2_fwd	Convolution	874.67	23.00	851.67	16540160	147456.00	0.00	3.10	112.17	719.14	false
148	densenet0_stage3_batchnorm3_fwd	BatchNorm	16.00	4.00	12.00	158720	2048.00	0.00	4.70	77.50	39.68	false
149	densenet0_stage3_relu3_fwd	Activation	11.00	4.00	7.00	50176	0.00	0.00	28.90	0.00	12.54	false
150	densenet0_stage3_conv3_fwd	Convolution	1285.67	39.00	1246.67	9039872	147456.00	362.67	11.75	61.16	231.79	false
151	densenet0_stage3_concat1	Concat	16.67	7.29	9.38	0	0.00	3616.00	21.40	0.00	0.00	false
152	densenet0_stage3_batchnorm4_fwd	BatchNorm	25.33	5.00	20.33	396800	5120.00	46837.33	10.50	7.64	79.36	false
153	densenet0_stage3_relu4_fwd	Activation	18.00	4.00	14.00	125440	0.00	4266.67	38.30	29.40	31.36	false
154	densenet0_stage3_conv4_fwd	Convolution	1031.67	25.00	1006.67	18375168	163840.00	288.00	3.10	111.96	735.01	false
155	densenet0_stage3_batchnorm5_fwd	BatchNorm	15.67	4.33	11.33	158720	2048.00	0.00	4.70	77.50	36.63	false
156	densenet0_stage3_relu5_fwd	Activation	11.00	4.00	7.00	50176	0.00	42.67	28.90	1175.99	12.54	false
157	densenet0_stage3_conv5_fwd	Convolution	1297.00	39.00	1258.00	9039872	147456.00	0.00	11.75	61.31	231.79	false
158	densenet0_stage3_concat2	Concat	16.67	7.57	9.10	0	341.33	42.67	22.10	0.00	0.00	false
159	densenet0_stage3_batchnorm6_fwd	BatchNorm	28.33	5.00	23.33	436480	5632.00	17696.00	11.30	18.71	87.30	false
160	densenet0_stage3_relu6_fwd	Activation	21.33	4.00	17.33	137984	0.00	1408.00	39.80	98.00	34.50	false
161	densenet0_stage3_conv6_fwd	Convolution	1105.67	26.67	1079.00	20210176	180224.00	288.00	3.10	111.96	757.87	false
162	densenet0_stage3_batchnorm7_fwd	BatchNorm	17.33	4.67	12.67	158720	2048.00	42.67	4.70	75.92	34.01	false
163	densenet0_stage3_relu7_fwd	Activation	11.00	4.00	7.00	50176	0.00	0.00	29.10	0.00	12.54	false
164	densenet0_stage3_conv7_fwd	Convolution	1298.00	38.67	1259.33	9039872	147456.00	0.00	11.85	61.31	233.79	false
165	densenet0_stage3_concat3	Concat	18.33	7.57	10.76	0	0.00	21589.33	22.70	0.00	0.00	false
166	densenet0_stage3_batchnorm8_fwd	BatchNorm	32.33	5.00	27.33	476160	6144.00	49408.00	12.30	8.57	95.23	false
167	densenet0_stage3_relu8_fwd	Activation	21.33	4.00	17.33	150528	0.00	4010.67	41.50	37.53	37.63	false
168	densenet0_stage3_conv8_fwd	Convolution	1164.00	28.67	1135.33	22045184	196608.00	330.67	3.10	111.94	769.01	false
169	densenet0_stage3_batchnorm9_fwd	BatchNorm	18.00	4.00	14.00	158720	2048.00	0.00	4.70	77.50	39.68	false
170	densenet0_stage3_relu9_fwd	Activation	11.00	4.00	7.00	50176	0.00	0.00	29.10	0.00	12.54	false
171	densenet0_stage3_conv9_fwd	Convolution	1299.33	39.33	1260.00	9039872	147456.00	42.67	11.81	61.29	229.83	false
172	densenet0_stage3_concat4	Concat	18.33	7.57	10.76	0	0.00	0.00	23.60	0.00	0.00	false
173	densenet0_stage3_batchnorm10_fwd	BatchNorm	34.00	5.00	29.00	515840	6656.00	23936.00	13.00	16.86	103.17	false
174	densenet0_stage3_relu10_fwd	Activation	22.67	4.00	18.67	163072	0.00	768.00	43.00	212.33	40.77	false
175	densenet0_stage3_conv10_fwd	Convolution	1321.33	30.00	1291.33	23880192	212992.00	288.00	3.10	111.97	796.01	false
176	densenet0_stage3_batchnorm11_fwd	BatchNorm	17.33	4.33	13.00	158720	2048.00	0.00	4.70	77.50	36.63	false
177	densenet0_stage3_relu11_fwd	Activation	10.67	4.00	6.67	50176	0.00	0.00	29.00	0.00	12.54	false
178	densenet0_stage3_conv11_fwd	Convolution	1291.67	38.67	1253.00	9039872	147456.00	42.67	11.85	61.29	233.79	false
179	densenet0_stage3_concat5	Concat	19.33	8.14	11.19	0	0.00	21834.67	24.60	0.00	0.00	false
180	densenet0_stage3_batchnorm12_fwd	BatchNorm	32.33	5.00	27.33	555520	7168.00	46826.67	13.80	10.29	111.10	false
181	densenet0_stage3_relu12_fwd	Activation	24.00	4.67	19.33	175616	0.00	6442.67	44.70	27.26	37.63	false
182	densenet0_stage3_conv12_fwd	Convolution	1386.00	32.33	1353.67	25715200	229376.00	1653.33	3.10	111.31	795.32	false
183	densenet0_stage3_batchnorm13_fwd	BatchNorm	17.00	4.33	12.67	158720	2048.00	512.00	4.70	62.00	36.63	false
184	densenet0_stage3_relu13_fwd	Activation	12.33	4.00	8.33	50176	0.00	42.67	28.90	1175.99	12.54	false
185	densenet0_stage3_conv13_fwd	Convolution	1299.33	39.00	1260.33	9039872	147456.00	9386.67	11.80	57.64	231.79	false
186	densenet0_stage3_concat6	Concat	18.33	7.00	11.33	0	0.00	42.67	25.60	0.00	0.00	false
187	densenet0_stage3_batchnorm14_fwd	BatchNorm	33.67	5.00	28.67	595200	7765.33	25248.00	14.40	18.03	119.04	false
188	densenet0_stage3_relu14_fwd	Activation	25.33	4.00	21.33	188160	0.00	1493.33	46.10	126.00	47.04	false
189	densenet0_stage3_conv14_fwd	Convolution	1457.33	34.00	1423.33	27550208	245760.00	7541.33	3.10	108.76	810.30	false
190	densenet0_stage3_batchnorm15_fwd	BatchNorm	18.00	4.67	13.33	158720	2048.00	128.00	4.70	72.94	34.01	false
191	densenet0_stage3_relu15_fwd	Activation	16.00	4.00	12.00	50176	0.00	0.00	29.00	0.00	12.54	false
192	densenet0_stage3_conv15_fwd	Convolution	1293.00	39.00	1254.00	9039872	148992.00	39509.33	11.75	47.96	231.79	false
193	densenet0_stage3_concat7	Concat	21.00	7.43	13.57	0	0.00	19669.33	26.40	0.00	0.00	false
194	densenet0_stage3_batchnorm16_fwd	BatchNorm	37.67	5.00	32.67	634880	8192.00	43392.00	15.10	12.31	126.98	false
195	densenet0_stage3_relu16_fwd	Activation	26.00	4.33	21.67	200704	0.00	4309.33	47.50	46.57	46.32	false
196	densenet0_stage3_conv16_fwd	Convolution	1604.00	36.00	1568.00	29385216	262144.00	81141.33	3.10	85.60	816.26	false
197	densenet0_stage3_batchnorm17_fwd	BatchNorm	17.33	5.00	12.33	158720	2048.00	554.67	4.70	60.98	31.74	false
198	densenet0_stage3_relu17_fwd	Activation	13.00	4.00	9.00	50176	0.00	0.00	29.10	0.00	12.54	false
199	densenet0_stage3_conv17_fwd	Convolution	1298.00	39.33	1258.67	9039872	147456.00	68693.33	11.75	41.82	229.82	false
200	densenet0_stage3_concat8	Concat	19.33	7.57	11.76	0	0.00	2517.33	27.20	0.00	0.00	false
201	densenet0_stage3_batchnorm18_fwd	BatchNorm	35.00	5.00	30.00	674560	8704.00	18944.00	15.80	24.40	134.91	false
202	densenet0_stage3_relu18_fwd	Activation	27.67	4.33	23.33	213248	0.00	981.33	48.80	217.30	49.21	false
203	densenet0_stage3_conv18_fwd	Convolution	1686.00	38.00	1648.00	31220224	278528.00	212778.67	3.10	63.55	821.58	false
204	densenet0_stage3_batchnorm19_fwd	BatchNorm	51.33	5.00	46.33	158720	2048.00	2090.67	4.70	38.35	31.74	false
205	densenet0_stage3_relu19_fwd	Activation	19.00	4.00	15.00	50176	0.00	0.00	29.00	0.00	12.54	false
206	densenet0_stage3_conv19_fwd	Convolution	1292.67	39.33	1253.33	9039872	147456.00	86400.00	11.75	38.66	229.82	false
207	densenet0_stage3_concat9	Concat	23.00	7.71	15.29	0	0.00	13013.33	27.90	0.00	0.00	false
208	densenet0_stage3_batchnorm20_fwd	BatchNorm	38.00	5.33	32.67	714240	9216.00	38400.00	16.60	15.00	133.93	false
209	densenet0_stage3_relu20_fwd	Activation	28.67	4.33	24.33	225792	0.00	1536.00	49.60	147.00	52.11	false
210	densenet0_stage3_conv20_fwd	Convolution	1771.00	40.00	1731.00	33055232	294912.00	208661.33	3.10	65.64	826.38	false
211	densenet0_stage3_batchnorm21_fwd	BatchNorm	49.00	4.33	44.67	158720	2048.00	2816.00	4.70	32.63	36.63	false
212	densenet0_stage3_relu21_fwd	Activation	17.67	4.00	13.67	50176	0.00	0.00	28.90	0.00	12.54	false
213	densenet0_stage3_conv21_fwd	Convolution	1309.00	39.33	1269.67	9039872	147456.00	97066.67	11.70	36.97	229.83	false
214	densenet0_stage3_concat10	Concat	22.00	8.29	13.71	0	0.00	128.00	28.60	0.00	0.00	false
215	densenet0_stage3_batchnorm22_fwd	BatchNorm	37.00	5.33	31.67	753920	9728.00	18261.33	17.50	26.94	141.37	false
216	densenet0_stage3_relu22_fwd	Activation	30.00	4.00	26.00	238336	0.00	1322.67	50.60	180.19	59.58	false
217	densenet0_stage3_conv22_fwd	Convolution	1930.00	42.33	1887.67	34890240	311296.00	87061.33	3.10	87.59	824.19	false
218	densenet0_stage3_batchnorm23_fwd	BatchNorm	48.33	4.67	43.67	158720	2048.00	0.00	4.70	77.50	34.01	false
219	densenet0_stage3_relu23_fwd	Activation	15.67	4.00	11.67	50176	0.00	469.33	29.00	106.91	12.54	false
220	densenet0_stage3_conv23_fwd	Convolution	1315.00	38.67	1276.33	9039872	147456.00	33834.67	11.79	49.86	233.79	false
221	densenet0_stage3_concat11	Concat	24.67	7.43	17.24	0	0.00	4778.67	29.20	0.00	0.00	false
222	densenet0_stage3_batchnorm24_fwd	BatchNorm	53.33	6.00	47.33	793600	10240.00	2090.67	18.20	64.36	132.27	false
223	densenet0_stage3_relu24_fwd	Activation	31.00	4.33	26.67	250880	0.00	0.00	51.40	0.00	57.90	false
224	densenet0_stage3_conv24_fwd	Convolution	1987.67	44.33	1943.33	36725248	327680.00	42.67	3.10	112.06	828.40	false
225	densenet0_stage3_batchnorm25_fwd	BatchNorm	50.67	4.67	46.00	158720	2048.00	0.00	4.70	77.50	34.01	false
226	densenet0_stage3_relu25_fwd	Activation	17.67	4.00	13.67	50176	0.00	0.00	28.90	0.00	12.54	false
227	densenet0_stage3_conv25_fwd	Convolution	1291.33	39.67	1251.67	9039872	147456.00	0.00	11.71	61.31	227.89	false
228	densenet0_stage3_concat12	Concat	22.33	8.29	14.05	0	0.00	0.00	29.80	0.00	0.00	false
229	densenet0_stage3_batchnorm26_fwd	BatchNorm	36.33	5.67	30.67	833280	10752.00	42.67	18.50	77.19	147.04	false
230	densenet0_stage3_relu26_fwd	Activation	32.00	4.00	28.00	263424	0.00	0.00	51.60	0.00	65.86	false
231	densenet0_stage3_conv26_fwd	Convolution	2064.67	46.00	2018.67	38560256	344064.00	0.00	3.10	112.07	838.27	false
232	densenet0_stage3_batchnorm27_fwd	BatchNorm	54.00	4.67	49.33	158720	2133.33	0.00	4.70	74.40	34.01	false
233	densenet0_stage3_relu27_fwd	Activation	14.00	4.00	10.00	50176	0.00	0.00	28.80	0.00	12.54	false
234	densenet0_stage3_conv27_fwd	Convolution	1295.33	38.67	1256.67	9039872	147456.00	256.00	11.79	61.20	233.79	false
235	densenet0_stage3_concat13	Concat	26.00	8.86	17.14	0	0.00	128.00	30.60	0.00	0.00	false
236	densenet0_stage3_batchnorm28_fwd	BatchNorm	46.33	6.00	40.33	872960	11264.00	2560.00	18.60	63.15	145.49	false
237	densenet0_stage3_relu28_fwd	Activation	34.00	4.33	29.67	275968	0.00	341.33	52.50	808.50	63.69	false
238	densenet0_stage3_conv28_fwd	Convolution	2208.33	48.00	2160.33	40395264	360448.00	1536.00	3.10	111.59	841.57	false
239	densenet0_stage3_batchnorm29_fwd	BatchNorm	53.33	4.33	49.00	158720	2048.00	256.00	4.70	68.89	36.63	false
240	densenet0_stage3_relu29_fwd	Activation	13.00	4.00	9.00	50176	0.00	0.00	29.20	0.00	12.54	false
241	densenet0_stage3_conv29_fwd	Convolution	1295.00	39.33	1255.67	9039872	148224.00	2773.33	11.81	59.87	229.83	false
242	densenet0_stage3_concat14	Concat	23.67	8.00	15.67	0	0.00	2165.33	31.40	0.00	0.00	false
243	densenet0_stage3_batchnorm30_fwd	BatchNorm	38.67	6.00	32.67	912640	11776.00	1664.00	19.00	67.90	152.11	false
244	densenet0_stage3_relu30_fwd	Activation	34.67	4.33	30.33	288512	0.00	256.00	52.30	1127.00	66.58	false
245	densenet0_stage3_conv30_fwd	Convolution	2287.00	50.00	2237.00	42230272	376832.00	128.00	3.10	112.03	844.61	false
246	densenet0_stage3_batchnorm31_fwd	BatchNorm	51.67	4.67	47.00	158720	2048.00	0.00	4.70	77.50	34.01	false
247	densenet0_stage3_relu31_fwd	Activation	19.00	4.00	15.00	50176	0.00	0.00	29.10	0.00	12.54	false
248	densenet0_stage3_conv31_fwd	Convolution	1303.67	38.67	1265.00	9039872	147541.33	256.00	11.79	61.16	233.79	false
249	densenet0_stage3_concat15	Concat	28.33	8.29	20.05	0	0.00	10197.33	32.10	0.00	0.00	false
250	densenet0_stage3_batchnorm32_fwd	BatchNorm	44.33	6.00	38.33	952320	12288.00	25002.67	19.80	25.54	158.72	false
251	densenet0_stage3_relu32_fwd	Activation	36.00	4.67	31.33	301056	0.00	1536.00	53.00	196.00	64.51	false
252	densenet0_stage3_conv32_fwd	Convolution	2333.33	51.67	2281.67	44065280	393216.00	15466.67	3.10	107.82	852.87	false
253	densenet0_stage3_batchnorm33_fwd	BatchNorm	54.00	4.67	49.33	158720	2048.00	256.00	4.70	68.89	34.01	false
254	densenet0_stage3_relu33_fwd	Activation	16.33	4.33	12.00	50176	0.00	0.00	29.00	0.00	11.58	false
255	densenet0_stage3_conv33_fwd	Convolution	1307.33	39.33	1268.00	9039872	147456.00	14677.33	11.70	55.76	229.83	false
256	densenet0_stage3_concat16	Concat	24.33	8.43	15.90	0	0.00	54261.33	32.60	0.00	0.00	false
257	densenet0_stage3_batchnorm34_fwd	BatchNorm	42.33	6.00	36.33	992000	12800.00	28458.67	19.80	24.04	165.33	false
258	densenet0_stage3_relu34_fwd	Activation	37.67	5.00	32.67	313600	0.00	3413.33	52.20	91.88	62.72	false
259	densenet0_stage3_conv34_fwd	Convolution	2504.67	54.00	2450.67	45900288	409600.00	128.00	3.10	112.03	850.01	false
260	densenet0_stage3_batchnorm35_fwd	BatchNorm	57.67	5.00	52.67	158720	2048.00	0.00	4.70	77.50	31.74	false
261	densenet0_stage3_relu35_fwd	Activation	15.67	4.00	11.67	50176	0.00	0.00	28.70	0.00	12.54	false
262	densenet0_stage3_conv35_fwd	Convolution	1300.00	39.67	1260.33	9039872	147456.00	768.00	11.76	60.99	227.89	false
263	densenet0_stage3_concat17	Concat	29.33	8.71	20.62	0	0.00	0.00	33.00	0.00	0.00	false
264	densenet0_stage3_batchnorm36_fwd	BatchNorm	49.67	6.00	43.67	1031680	13312.00	111530.67	20.50	8.26	171.95	false
265	densenet0_stage3_relu36_fwd	Activation	40.67	4.00	36.67	326144	0.00	6528.00	52.10	49.96	81.54	false
266	densenet0_stage3_conv36_fwd	Convolution	2542.00	56.00	2486.00	47735296	425984.00	74912.00	3.10	95.30	852.42	false
267	densenet0_stage3_batchnorm37_fwd	BatchNorm	57.00	4.67	52.33	158720	2645.33	256.00	4.70	54.71	34.01	false
268	densenet0_stage3_relu37_fwd	Activation	18.00	4.00	14.00	50176	0.00	0.00	28.90	0.00	12.54	false
269	densenet0_stage3_conv37_fwd	Convolution	1299.33	38.33	1261.00	9039872	147456.00	72789.33	11.79	41.04	235.82	false
270	densenet0_stage3_concat18	Concat	26.33	8.57	17.76	0	0.00	160245.33	33.40	0.00	0.00	false
271	densenet0_stage3_batchnorm38_fwd	BatchNorm	48.67	6.00	42.67	1071360	13824.00	14421.33	21.30	37.93	178.56	false
272	densenet0_stage3_relu38_fwd	Activation	39.67	4.67	35.00	338688	0.00	469.33	51.20	721.64	72.57	false
273	densenet0_stage3_conv38_fwd	Convolution	2614.00	58.00	2556.00	49570304	442368.00	138.67	3.10	112.02	854.66	false
274	densenet0_stage3_batchnorm39_fwd	BatchNorm	58.00	5.00	53.00	158720	2048.00	10.67	4.70	77.10	31.74	false
275	densenet0_stage3_relu39_fwd	Activation	13.67	4.00	9.67	50176	0.00	0.00	28.80	0.00	12.54	false
276	densenet0_stage3_conv39_fwd	Convolution	1321.00	39.00	1282.00	9039872	147456.00	426.67	11.80	61.13	231.79	false
277	densenet0_stage3_concat19	Concat	32.67	8.29	24.38	0	0.00	0.00	33.90	0.00	0.00	false
278	densenet0_stage3_batchnorm40_fwd	BatchNorm	53.00	6.00	47.00	1111040	14336.00	161482.67	21.40	6.32	185.17	false
279	densenet0_stage3_relu40_fwd	Activation	41.00	4.67	36.33	351232	0.00	8576.00	50.60	40.96	75.26	false
280	densenet0_stage3_conv40_fwd	Convolution	2771.67	60.00	2711.67	51405312	458752.00	103018.67	3.10	91.51	856.76	false
281	densenet0_stage3_batchnorm41_fwd	BatchNorm	56.33	4.67	51.67	158720	2048.00	2304.00	4.70	36.47	34.01	false
282	densenet0_stage3_relu41_fwd	Activation	16.00	4.00	12.00	50176	170.67	170.67	28.90	147.00	12.54	false
283	densenet0_stage3_conv41_fwd	Convolution	1302.33	38.33	1264.00	9039872	147456.00	101333.33	11.79	36.34	235.82	false
284	densenet0_stage3_concat20	Concat	26.67	8.57	18.10	0	0.00	195850.67	34.20	0.00	0.00	false
285	densenet0_stage3_batchnorm42_fwd	BatchNorm	49.00	6.33	42.67	1150720	14848.00	13408.00	21.80	40.72	181.70	false
286	densenet0_stage3_relu42_fwd	Activation	46.67	4.33	42.33	363776	0.00	352.00	50.20	1033.45	83.95	false
287	densenet0_stage3_conv42_fwd	Convolution	2892.00	62.00	2830.00	53240320	478976.00	160.00	3.10	111.12	858.71	false
288	densenet0_stage3_batchnorm43_fwd	BatchNorm	55.33	5.00	50.33	158720	2048.00	0.00	4.70	77.50	31.74	false
289	densenet0_stage3_relu43_fwd	Activation	16.67	4.00	12.67	50176	0.00	0.00	29.00	0.00	12.54	false
290	densenet0_stage3_conv43_fwd	Convolution	1297.33	39.67	1257.67	9039872	147456.00	170.67	11.71	61.23	227.89	false
291	densenet0_stage3_concat21	Concat	33.33	8.86	24.48	0	0.00	0.00	34.70	0.00	0.00	false
292	densenet0_stage3_batchnorm44_fwd	BatchNorm	53.33	6.00	47.33	1190400	15360.00	164170.67	22.10	6.63	198.40	false
293	densenet0_stage3_relu44_fwd	Activation	43.67	4.67	39.00	376320	0.00	8064.00	50.00	46.67	80.63	false
294	densenet0_stage3_conv44_fwd	Convolution	2886.00	62.67	2823.33	55075328	491520.00	102592.00	3.10	92.70	878.86	false
295	densenet0_stage3_batchnorm45_fwd	BatchNorm	54.67	4.67	50.00	158720	2048.00	1984.00	4.70	39.37	34.01	false
296	densenet0_stage3_relu45_fwd	Activation	13.00	4.00	9.00	50176	0.00	42.67	29.00	1175.99	12.54	false
297	densenet0_stage3_conv45_fwd	Convolution	1295.00	39.33	1255.67	9039872	147456.00	100949.33	11.81	36.39	229.83	false
298	densenet0_stage3_concat22	Concat	28.33	9.29	19.05	0	0.00	196320.00	35.20	0.00	0.00	false
299	densenet0_stage3_batchnorm46_fwd	BatchNorm	52.00	6.33	45.67	1230080	15872.00	14304.00	22.40	40.76	194.23	false
300	densenet0_stage3_relu46_fwd	Activation	45.67	5.00	40.67	388864	0.00	256.00	50.60	1519.00	77.77	false
301	densenet0_stage3_conv46_fwd	Convolution	3050.67	65.00	2985.67	56910336	507904.00	544.00	3.10	111.93	875.54	false
302	densenet0_stage3_batchnorm47_fwd	BatchNorm	59.67	4.00	55.67	158720	2048.00	0.00	4.70	77.50	39.68	false
303	densenet0_stage3_relu47_fwd	Activation	17.33	4.00	13.33	50176	0.00	85.33	28.90	588.00	12.54	false
304	densenet0_stage3_conv47_fwd	Convolution	1291.67	38.00	1253.67	9039872	147456.00	341.33	11.84	61.16	237.89	false
305	densenet0_stage3_concat23	Concat	34.33	8.71	25.62	0	0.00	13781.33	35.70	0.00	0.00	false
306	densenet0_batchnorm3_fwd	BatchNorm	53.33	6.33	47.00	1269760	16384.00	206858.67	23.00	5.69	200.50	false
307	densenet0_relu3_fwd	Activation	49.33	5.00	44.33	401408	0.00	13600.00	50.80	29.52	80.28	false
308	densenet0_conv3_fwd	Convolution	11399.00	92.00	11307.00	234981376	2097152.00	8437.33	4.40	111.60	2554.15	false
309	densenet0_pool3_fwd	Pooling	286.33	5.00	281.33	526848	256.00	98986.67	10.90	5.31	105.37	false
310	densenet0_stage4_batchnorm0_fwd	BatchNorm	73.00	5.00	68.00	175616	8192.00	16362.67	14.40	7.15	35.12	false
311	densenet0_stage4_relu0_fwd	Activation	12.00	4.00	8.00	50176	0.00	256.00	28.10	196.00	12.54	false
312	densenet0_stage4_conv0_fwd	Convolution	492.00	36.00	456.00	8394880	262144.00	23370.67	3.10	29.40	233.19	false
313	densenet0_stage4_batchnorm1_fwd	BatchNorm	12.67	4.00	8.67	43904	2048.00	2432.00	4.80	9.80	10.98	false
314	densenet0_stage4_relu1_fwd	Activation	7.00	4.00	3.00	12544	0.00	128.00	26.40	98.00	3.14	false
315	densenet0_stage4_conv1_fwd	Convolution	369.00	40.00	329.00	79689856	165376.00	1860917.33	8.63	39.33	1992.25	false
316	densenet0_stage4_concat0	Concat	14.67	7.29	7.38	0	256.00	42.67	13.30	0.00	0.00	false
317	densenet0_stage4_batchnorm2_fwd	BatchNorm	16.33	5.00	11.33	186592	8960.00	6410.67	14.90	12.14	37.32	false
318	densenet0_stage4_relu2_fwd	Activation	11.33	4.00	7.33	53312	256.00	896.00	28.80	46.28	13.33	false
319	densenet0_stage4_conv2_fwd	Convolution	514.00	38.00	476.00	8919168	278784.00	1344.00	3.10	31.84	234.71	false
320	densenet0_stage4_batchnorm3_fwd	BatchNorm	13.00	4.00	9.00	43904	2048.00	213.33	4.80	19.42	10.98	false
321	densenet0_stage4_relu3_fwd	Activation	7.00	4.00	3.00	12544	0.00	0.00	26.30	0.00	3.14	false
322	densenet0_stage4_conv3_fwd	Convolution	367.00	35.33	331.67	79689856	147968.00	295477.33	8.85	179.71	2255.39	false
323	densenet0_stage4_concat1	Concat	14.67	7.29	7.38	0	0.00	42.67	13.70	0.00	0.00	false
324	densenet0_stage4_batchnorm4_fwd	BatchNorm	18.00	5.00	13.00	197568	9216.00	5162.67	15.10	13.74	39.51	false
325	densenet0_stage4_relu4_fwd	Activation	11.67	4.00	7.67	56448	0.00	0.00	29.10	0.00	14.11	false
326	densenet0_stage4_conv4_fwd	Convolution	537.67	40.00	497.67	9443456	294912.00	13856.00	3.10	30.58	236.09	false
327	densenet0_stage4_batchnorm5_fwd	BatchNorm	11.67	4.00	7.67	43904	2048.00	0.00	4.80	21.44	10.98	false
328	densenet0_stage4_relu5_fwd	Activation	7.67	4.00	3.67	12544	0.00	42.67	26.00	294.00	3.14	false
329	densenet0_stage4_conv5_fwd	Convolution	367.00	35.67	331.33	79689856	147669.33	279466.67	8.92	186.57	2234.27	false
330	densenet0_stage4_concat2	Concat	15.67	7.00	8.67	0	0.00	42.67	14.10	0.00	0.00	false
331	densenet0_stage4_batchnorm6_fwd	BatchNorm	18.67	5.00	13.67	208544	9728.00	6784.00	15.80	12.63	41.71	false
332	densenet0_stage4_relu6_fwd	Activation	11.00	4.00	7.00	59584	0.00	768.00	29.60	77.58	14.90	false
333	densenet0_stage4_conv6_fwd	Convolution	581.67	43.00	538.67	9967744	311296.00	9162.67	3.10	31.10	231.81	false
334	densenet0_stage4_batchnorm7_fwd	BatchNorm	11.67	4.00	7.67	43904	2048.00	213.33	4.80	19.42	10.98	false
335	densenet0_stage4_relu7_fwd	Activation	7.67	4.00	3.67	12544	0.00	0.00	26.60	0.00	3.14	false
336	densenet0_stage4_conv7_fwd	Convolution	365.33	35.00	330.33	79689856	147456.00	272213.33	8.91	189.89	2276.79	false
337	densenet0_stage4_concat3	Concat	16.00	6.00	10.00	0	0.00	256.00	14.40	0.00	0.00	false
338	densenet0_stage4_batchnorm8_fwd	BatchNorm	18.67	5.00	13.67	219520	10240.00	7477.33	16.20	12.39	43.90	false
339	densenet0_stage4_relu8_fwd	Activation	13.00	4.00	9.00	62720	0.00	0.00	30.10	0.00	15.68	false
340	densenet0_stage4_conv8_fwd	Convolution	616.33	45.00	571.33	10492032	327680.00	31093.33	3.10	29.24	233.16	false
341	densenet0_stage4_batchnorm9_fwd	BatchNorm	12.00	4.00	8.00	43904	2048.00	170.67	4.80	19.79	10.98	false
342	densenet0_stage4_relu9_fwd	Activation	7.33	4.00	3.33	12544	0.00	0.00	26.50	0.00	3.14	false
343	densenet0_stage4_conv9_fwd	Convolution	366.33	35.67	330.67	79689856	147456.00	237866.67	8.95	206.81	2234.27	false
344	densenet0_stage4_concat4	Concat	15.67	6.29	9.38	0	0.00	42.67	14.80	0.00	0.00	false
345	densenet0_stage4_batchnorm10_fwd	BatchNorm	19.00	5.00	14.00	230496	10752.00	7434.67	16.40	12.67	46.10	false
346	densenet0_stage4_relu10_fwd	Activation	12.00	4.00	8.00	65856	0.00	597.33	30.60	110.25	16.46	false
347	densenet0_stage4_conv10_fwd	Convolution	625.00	47.00	578.00	11016320	344064.00	52042.67	3.10	27.81	234.39	false
348	densenet0_stage4_batchnorm11_fwd	BatchNorm	11.67	4.00	7.67	43904	2048.00	213.33	4.80	19.42	10.98	false
349	densenet0_stage4_relu11_fwd	Activation	7.00	4.00	3.00	12544	0.00	0.00	25.90	0.00	3.14	false
350	densenet0_stage4_conv11_fwd	Convolution	385.00	36.00	349.00	79689856	147456.00	189557.33	8.96	236.46	2213.61	false
351	densenet0_stage4_concat5	Concat	16.00	7.29	8.71	0	0.00	170.67	15.10	0.00	0.00	false
352	densenet0_stage4_batchnorm12_fwd	BatchNorm	19.67	5.00	14.67	241472	11264.00	11690.67	17.20	10.52	48.29	false
353	densenet0_stage4_relu12_fwd	Activation	13.67	4.00	9.67	68992	0.00	42.67	31.00	1616.99	17.25	false
354	densenet0_stage4_conv12_fwd	Convolution	665.33	49.33	616.00	11540608	360448.00	139253.33	3.10	23.10	233.93	false
355	densenet0_stage4_batchnorm13_fwd	BatchNorm	11.00	4.00	7.00	43904	2048.00	170.67	4.80	19.79	10.98	false
356	densenet0_stage4_relu13_fwd	Activation	8.00	4.00	4.00	12544	0.00	0.00	26.40	0.00	3.14	false
357	densenet0_stage4_conv13_fwd	Convolution	366.67	35.67	331.00	79689856	147456.00	57472.00	8.92	388.87	2234.27	false
358	densenet0_stage4_concat6	Concat	16.67	6.57	10.10	0	0.00	128.00	15.50	0.00	0.00	false
359	densenet0_stage4_batchnorm14_fwd	BatchNorm	20.67	5.00	15.67	252448	11776.00	13536.00	17.10	9.97	50.49	false
360	densenet0_stage4_relu14_fwd	Activation	14.00	4.00	10.00	72128	0.00	85.33	31.30	845.25	18.03	false
361	densenet0_stage4_conv14_fwd	Convolution	695.33	50.00	645.33	12064896	376832.00	163797.33	3.10	22.32	241.30	false
362	densenet0_stage4_batchnorm15_fwd	BatchNorm	11.00	4.00	7.00	43904	2048.00	725.33	4.80	15.83	10.98	false
363	densenet0_stage4_relu15_fwd	Activation	7.00	4.00	3.00	12544	170.67	42.67	26.10	58.80	3.14	false
364	densenet0_stage4_conv15_fwd	Convolution	366.67	35.67	331.00	79689856	147456.00	38357.33	8.98	428.87	2234.27	false
365	densenet0_stage4_concat7	Concat	16.67	6.43	10.24	0	0.00	213.33	15.80	0.00	0.00	false
366	densenet0_stage4_batchnorm16_fwd	BatchNorm	19.33	5.33	14.00	263424	12288.00	6965.33	16.80	13.68	49.40	false
367	densenet0_stage4_relu16_fwd	Activation	13.33	4.00	9.33	75264	0.00	0.00	31.80	0.00	18.82	false
368	densenet0_stage4_conv16_fwd	Convolution	712.33	52.67	659.67	12589184	393216.00	91744.00	3.10	25.96	239.03	false
369	densenet0_stage4_batchnorm17_fwd	BatchNorm	11.33	4.00	7.33	43904	2048.00	170.67	4.80	19.79	10.98	false
370	densenet0_stage4_relu17_fwd	Activation	6.67	4.00	2.67	12544	0.00	0.00	26.20	0.00	3.14	false
371	densenet0_stage4_conv17_fwd	Convolution	364.33	35.33	329.00	79689856	147456.00	22154.67	8.89	469.84	2255.33	false
372	densenet0_stage4_concat8	Concat	16.33	7.43	8.90	0	0.00	0.00	16.20	0.00	0.00	false
373	densenet0_stage4_batchnorm18_fwd	BatchNorm	21.33	5.00	16.33	274400	12800.00	1280.00	17.60	19.49	54.88	false
374	densenet0_stage4_relu18_fwd	Activation	13.33	4.00	9.33	78400	256.00	0.00	32.30	306.25	19.60	false
375	densenet0_stage4_conv18_fwd	Convolution	753.00	54.00	699.00	13113472	409600.00	1194.67	3.10	31.92	242.84	false
376	densenet0_stage4_batchnorm19_fwd	BatchNorm	11.00	4.00	7.00	43904	2048.00	170.67	4.80	19.79	10.98	false
377	densenet0_stage4_relu19_fwd	Activation	7.67	4.00	3.67	12544	0.00	0.00	26.20	0.00	3.14	false
378	densenet0_stage4_conv19_fwd	Convolution	367.67	35.67	332.00	79689856	147456.00	23520.00	8.93	466.09	2234.27	false
379	densenet0_stage4_concat9	Concat	17.33	6.57	10.76	0	0.00	128.00	16.50	0.00	0.00	false
380	densenet0_stage4_batchnorm20_fwd	BatchNorm	21.67	5.00	16.67	285376	13312.00	928.00	17.30	20.04	57.08	false
381	densenet0_stage4_relu20_fwd	Activation	15.00	4.00	11.00	81536	0.00	0.00	32.70	0.00	20.38	false
382	densenet0_stage4_conv20_fwd	Convolution	777.00	56.00	721.00	13637760	425984.00	682.67	3.10	31.96	243.53	false
383	densenet0_stage4_batchnorm21_fwd	BatchNorm	12.00	4.00	8.00	43904	2048.00	170.67	4.80	19.79	10.98	false
384	densenet0_stage4_relu21_fwd	Activation	7.33	4.00	3.33	12544	0.00	0.00	26.90	0.00	3.14	false
385	densenet0_stage4_conv21_fwd	Convolution	367.67	35.67	332.00	79689856	147456.00	23445.33	8.99	466.29	2234.27	false
386	densenet0_stage4_concat10	Concat	17.33	6.86	10.47	0	0.00	0.00	16.80	0.00	0.00	false
387	densenet0_stage4_batchnorm22_fwd	BatchNorm	23.33	5.33	18.00	296352	13824.00	1280.00	17.60	19.62	55.57	false
388	densenet0_stage4_relu22_fwd	Activation	16.00	4.00	12.00	84672	0.00	0.00	33.10	0.00	21.17	false
389	densenet0_stage4_conv22_fwd	Convolution	794.67	58.00	736.67	14162048	442368.00	1066.67	3.10	31.94	244.17	false
390	densenet0_stage4_batchnorm23_fwd	BatchNorm	12.33	4.00	8.33	43904	2048.00	170.67	4.80	19.79	10.98	false
391	densenet0_stage4_relu23_fwd	Activation	7.33	4.00	3.33	12544	0.00	0.00	26.40	0.00	3.14	false
392	densenet0_stage4_conv23_fwd	Convolution	365.67	36.00	329.67	79689856	147456.00	23072.00	8.98	467.31	2213.61	false
393	densenet0_stage4_concat11	Concat	17.67	7.14	10.53	0	0.00	170.67	17.20	0.00	0.00	false
394	densenet0_stage4_batchnorm24_fwd	BatchNorm	20.33	5.00	15.33	307328	14336.00	992.00	17.50	20.05	61.47	false
395	densenet0_stage4_relu24_fwd	Activation	14.00	4.00	10.00	87808	0.00	0.00	33.50	0.00	21.95	false
396	densenet0_stage4_conv24_fwd	Convolution	840.67	60.00	780.67	14686336	458752.00	682.67	3.10	31.97	244.77	false
397	densenet0_stage4_batchnorm25_fwd	BatchNorm	11.33	4.00	7.33	43904	2048.00	170.67	4.80	19.79	10.98	false
398	densenet0_stage4_relu25_fwd	Activation	7.00	4.00	3.00	12544	0.00	0.00	26.20	0.00	3.14	false
399	densenet0_stage4_conv25_fwd	Convolution	367.33	36.00	331.33	79689856	147456.00	23424.00	8.96	466.35	2213.61	false
400	densenet0_stage4_concat12	Concat	18.00	7.57	10.43	0	0.00	0.00	17.50	0.00	0.00	false
401	densenet0_stage4_batchnorm26_fwd	BatchNorm	24.00	6.00	18.00	318304	14848.00	1077.33	17.60	19.99	53.05	false
402	densenet0_stage4_relu26_fwd	Activation	14.33	4.00	10.33	90944	0.00	0.00	34.00	0.00	22.74	false
403	densenet0_stage4_conv26_fwd	Convolution	866.33	61.67	804.67	15210624	475136.00	1024.00	3.10	31.94	246.66	false
404	densenet0_stage4_batchnorm27_fwd	BatchNorm	13.00	4.00	9.00	43904	2048.00	170.67	4.80	19.79	10.98	false
405	densenet0_stage4_relu27_fwd	Activation	7.67	4.00	3.67	12544	0.00	0.00	26.70	0.00	3.14	false
406	densenet0_stage4_conv27_fwd	Convolution	367.33	35.67	331.67	79689856	147456.00	24170.67	8.93	464.32	2234.27	false
407	densenet0_stage4_concat13	Concat	19.33	6.86	12.47	0	0.00	298.67	17.90	0.00	0.00	false
408	densenet0_stage4_batchnorm28_fwd	BatchNorm	22.33	5.67	16.67	329280	15360.00	853.33	17.40	20.31	58.10	false
409	densenet0_stage4_relu28_fwd	Activation	18.67	4.33	14.33	94080	0.00	42.67	34.40	2204.98	21.71	false
410	densenet0_stage4_conv28_fwd	Convolution	890.00	63.67	826.33	15734912	491520.00	768.00	3.10	31.96	247.14	false
411	densenet0_stage4_batchnorm29_fwd	BatchNorm	12.00	4.00	8.00	43904	2048.00	170.67	4.80	19.79	10.98	false
412	densenet0_stage4_relu29_fwd	Activation	7.33	4.00	3.33	12544	0.00	0.00	26.50	0.00	3.14	false
413	densenet0_stage4_conv29_fwd	Convolution	367.00	36.00	331.00	79689856	147456.00	23605.33	8.96	465.86	2213.61	false
414	densenet0_stage4_concat14	Concat	18.33	7.71	10.62	0	0.00	0.00	18.20	0.00	0.00	false
415	densenet0_stage4_batchnorm30_fwd	BatchNorm	23.00	6.00	17.00	340256	15872.00	1056.00	17.30	20.10	56.71	false
416	densenet0_stage4_relu30_fwd	Activation	15.67	4.00	11.67	97216	0.00	0.00	34.90	0.00	24.30	false
417	densenet0_stage4_conv30_fwd	Convolution	926.00	65.33	860.67	16259200	507904.00	1066.67	3.10	31.95	248.87	false
418	densenet0_stage4_batchnorm31_fwd	BatchNorm	11.00	4.00	7.00	43904	2048.00	170.67	4.80	19.79	10.98	false
419	densenet0_stage4_relu31_fwd	Activation	7.00	4.00	3.00	12544	0.00	0.00	26.80	0.00	3.14	false
420	densenet0_stage4_conv31_fwd	Convolution	369.00	35.67	333.33	79689856	147456.00	24181.33	8.90	464.29	2234.27	false
421	densenet0_stage4_concat15	Concat	19.33	6.71	12.62	0	0.00	6997.33	18.50	0.00	0.00	false
422	densenet0_batchnorm4_fwd	BatchNorm	23.00	5.33	17.67	351232	16384.00	123616.00	18.80	2.51	65.86	false
423	densenet0_relu4_fwd	Activation	15.67	4.00	11.67	100352	0.00	0.00	35.30	0.00	25.09	false
424	densenet0_pool4_fwd	Pooling	75.67	7.00	68.67	71759	3498.67	4096.00	10.30	9.45	10.25	false
425	densenet0_flatten0_flatten0	Flatten	4.00	0.00	4.00	0	0.00	0.00	0.00	0.00	0.00	false
426	densenet0_dense0_fwd	FullyConnected	1034.67	14.67	1020.00	2224000	4104960.00	590069.33	10.40	0.47	151.63	false

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