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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	densenet1_batchnorm0_fwd	BatchNorm	371.00	20.00	351.00	7274496	1439477.33	6826741.33	29.00	0.88	363.72	true
2	densenet1_relu0_fwd	Activation	331.33	12.00	319.33	2408448	2140960.00	3303253.33	86.30	0.44	200.70	true
3	densenet1_pool0_fwd	Pooling	4230.00	11.33	4218.67	301056	5312.00	1599797.33	60.80	0.19	26.56	true
4	densenet1_stage1_batchnorm0_fwd	BatchNorm	239.00	5.67	233.33	1855488	1536.00	919498.67	27.40	2.01	327.42	true
5	densenet1_stage1_relu0_fwd	Activation	87.00	5.00	82.00	602112	224.00	280650.67	61.00	2.14	120.42	true
6	densenet1_stage1_conv0_fwd	Convolution	6736.00	25.00	6711.00	116207616	180842.67	2239029.33	17.10	48.02	4648.30	false
7	densenet1_stage1_batchnorm1_fwd	BatchNorm	170.33	6.00	164.33	3710976	3093.33	2010538.67	52.60	1.84	618.50	true
8	densenet1_stage1_relu1_fwd	Activation	175.00	6.00	169.00	1204224	192.00	741162.67	72.90	1.62	200.70	true
9	densenet1_stage1_conv1_fwd	Convolution	38351.33	57.33	38294.00	369205248	343466.67	1471072.00	12.06	203.47	6439.66	false
10	densenet1_stage1_concat0	Concat	125.00	12.00	113.00	0	964864.00	1495424.00	57.40	0.00	0.00	true
11	densenet1_stage1_batchnorm2_fwd	BatchNorm	341.67	6.00	335.67	2783232	2400.00	1206613.33	40.20	2.30	463.87	true
12	densenet1_stage1_relu2_fwd	Activation	126.33	5.33	121.00	903168	85.33	376768.00	69.20	2.40	169.35	true
13	densenet1_stage1_conv2_fwd	Convolution	9545.00	32.00	9513.00	174010368	124885.33	2129898.67	17.10	77.17	5437.82	false
14	densenet1_stage1_batchnorm3_fwd	BatchNorm	179.67	6.33	173.33	3710976	3072.00	1750720.00	52.50	2.12	585.97	true
15	densenet1_stage1_relu3_fwd	Activation	174.00	6.00	168.00	1204224	224.00	716554.67	72.90	1.68	200.70	true
16	densenet1_stage1_conv3_fwd	Convolution	37701.33	55.33	37646.00	369205248	332074.67	1458357.33	12.05	206.21	6672.42	false
17	densenet1_stage1_concat1	Concat	137.67	13.43	124.24	0	1748586.67	1844821.33	60.20	0.00	0.00	true
18	densenet1_stage1_batchnorm4_fwd	BatchNorm	416.67	6.33	410.33	3710976	10570.67	2159168.00	52.80	1.71	585.97	true
19	densenet1_stage1_relu4_fwd	Activation	126.33	6.00	120.33	1204224	128.00	557664.00	72.70	2.16	200.70	true
20	densenet1_stage1_conv4_fwd	Convolution	12304.00	39.33	12264.67	231813120	173824.00	2235466.67	17.20	96.22	5893.60	false
21	densenet1_stage1_batchnorm5_fwd	BatchNorm	160.67	6.00	154.67	3710976	3072.00	1746432.00	52.60	2.12	618.50	true
22	densenet1_stage1_relu5_fwd	Activation	124.33	6.00	118.33	1204224	224.00	625770.67	72.80	1.92	200.70	true
23	densenet1_stage1_conv5_fwd	Convolution	37317.67	55.67	37262.00	369205248	331776.00	1534922.67	12.05	197.79	6632.39	false
24	densenet1_stage1_concat2	Concat	148.67	15.00	133.67	0	2391840.00	2423637.33	63.30	0.00	0.00	true
25	densenet1_stage1_batchnorm6_fwd	BatchNorm	515.33	9.00	506.33	4638720	388448.00	2802538.67	63.30	1.45	515.41	true
26	densenet1_stage1_relu6_fwd	Activation	160.33	6.33	154.00	1505280	1184.00	1034506.67	75.20	1.45	237.69	true
27	densenet1_stage1_conv6_fwd	Convolution	15487.67	48.00	15439.67	289615872	227797.33	2617610.67	17.30	101.78	6033.66	false
28	densenet1_stage1_batchnorm7_fwd	BatchNorm	169.67	7.00	162.67	3710976	3072.00	2146133.33	52.60	1.73	530.14	true
29	densenet1_stage1_relu7_fwd	Activation	126.00	6.00	120.00	1204224	224.00	588608.00	72.90	2.05	200.70	true
30	densenet1_stage1_conv7_fwd	Convolution	37400.00	55.67	37344.33	369205248	331776.00	1554613.33	12.05	195.72	6632.39	false
31	densenet1_stage1_concat3	Concat	189.00	16.57	172.43	0	3445578.67	3137418.67	65.10	0.00	0.00	true
32	densenet1_stage1_batchnorm8_fwd	BatchNorm	515.00	11.00	504.00	5566464	1189130.67	3441653.33	74.30	1.20	506.04	true
33	densenet1_stage1_relu8_fwd	Activation	183.00	8.00	175.00	1806336	277792.00	1832042.67	81.10	0.86	225.79	true
34	densenet1_stage1_conv8_fwd	Convolution	18458.67	55.00	18403.67	347418624	252714.67	2800800.00	17.40	113.78	6316.70	false
35	densenet1_stage1_batchnorm9_fwd	BatchNorm	157.67	7.67	150.00	3710976	6954.67	2374005.33	52.10	1.56	484.02	true
36	densenet1_stage1_relu9_fwd	Activation	125.33	6.00	119.33	1204224	224.00	587925.33	72.90	2.05	200.70	true
37	densenet1_stage1_conv9_fwd	Convolution	37542.33	56.00	37486.33	369205248	331776.00	1498101.33	12.05	201.77	6592.95	false
38	densenet1_stage1_concat4	Concat	217.33	19.00	198.33	0	4197322.67	3592874.67	65.20	0.00	0.00	true
39	densenet1_stage1_batchnorm10_fwd	BatchNorm	545.00	15.67	529.33	6494208	2320992.00	4182549.33	81.90	1.00	414.52	true
40	densenet1_stage1_relu10_fwd	Activation	226.67	9.67	217.00	2107392	886474.67	2742762.67	83.50	0.58	218.00	true
41	densenet1_stage1_conv10_fwd	Convolution	21593.67	63.00	21530.67	405221376	278784.00	2931989.33	17.60	126.21	6432.09	false
42	densenet1_stage1_batchnorm11_fwd	BatchNorm	167.00	8.00	159.00	3710976	11253.33	2536458.67	52.10	1.46	463.87	true
43	densenet1_stage1_relu11_fwd	Activation	130.33	6.00	124.33	1204224	288.00	535616.00	73.30	2.25	200.70	true
44	densenet1_stage1_conv11_fwd	Convolution	38079.33	55.33	38024.00	369205248	331776.00	1477962.67	12.05	204.01	6672.42	false
45	densenet1_stage1_concat5	Concat	287.00	19.43	267.57	0	4817034.67	4206229.33	66.40	0.00	0.00	true
46	densenet1_batchnorm1_fwd	BatchNorm	655.33	17.00	638.33	7421952	3550517.33	4842090.67	80.10	0.88	436.59	true
47	densenet1_relu1_fwd	Activation	241.33	11.00	230.33	2408448	1711520.00	3859242.67	88.60	0.43	218.95	true
48	densenet1_conv1_fwd	Convolution	24785.33	70.67	24714.67	463024128	327936.00	3099722.67	17.60	135.08	6552.20	false
49	densenet1_pool1_fwd	Pooling	1622.67	7.67	1615.00	3161088	6058.67	858154.67	40.20	3.66	412.30	true
50	densenet1_stage2_batchnorm0_fwd	BatchNorm	87.33	5.00	82.33	952320	3232.00	274165.33	26.00	3.43	190.46	true
51	densenet1_stage2_relu0_fwd	Activation	41.67	5.00	36.67	301056	192.00	64533.33	57.70	4.65	60.21	true
52	densenet1_stage2_conv0_fwd	Convolution	3191.00	23.00	3168.00	59132928	147498.67	585717.33	5.50	80.65	2571.00	false
53	densenet1_stage2_batchnorm1_fwd	BatchNorm	86.33	5.00	81.33	952320	3072.00	135530.67	25.60	6.87	190.46	true
54	densenet1_stage2_relu1_fwd	Activation	37.33	4.67	32.67	301056	224.00	448.00	57.70	448.00	64.51	false
55	densenet1_stage2_conv1_fwd	Convolution	9430.67	54.67	9376.00	105996288	331776.00	937877.33	12.07	83.48	1938.94	false
56	densenet1_stage2_concat0	Concat	62.00	8.43	53.57	0	0.00	73536.00	35.30	0.00	0.00	true
57	densenet1_stage2_batchnorm2_fwd	BatchNorm	63.67	5.00	58.67	1190400	3840.00	213770.67	30.80	5.47	238.08	true
58	densenet1_stage2_relu2_fwd	Activation	46.00	5.00	41.00	376320	0.00	52501.33	50.90	7.17	75.26	true
59	densenet1_stage2_conv2_fwd	Convolution	4099.67	27.00	4072.67	73878528	184320.00	296074.67	5.60	153.79	2736.24	false
60	densenet1_stage2_batchnorm3_fwd	BatchNorm	87.33	5.00	82.33	952320	3072.00	426.67	25.60	272.20	190.46	false
61	densenet1_stage2_relu3_fwd	Activation	37.33	4.33	33.00	301056	0.00	384.00	53.80	784.00	69.48	false
62	densenet1_stage2_conv3_fwd	Convolution	9413.67	54.67	9359.00	105996288	331776.00	488448.00	12.04	129.23	1938.94	false
63	densenet1_stage2_concat1	Concat	72.33	8.43	63.90	0	0.00	188757.33	38.20	0.00	0.00	true
64	densenet1_stage2_batchnorm4_fwd	BatchNorm	66.33	5.00	61.33	1428480	4778.67	490272.00	35.90	2.89	285.70	true
65	densenet1_stage2_relu4_fwd	Activation	67.67	4.33	63.33	451584	0.00	50133.33	53.70	9.01	104.22	true
66	densenet1_stage2_conv4_fwd	Convolution	4884.00	31.33	4852.67	88624128	221184.00	366890.67	5.50	150.70	2828.46	false
67	densenet1_stage2_batchnorm5_fwd	BatchNorm	89.33	5.00	84.33	952320	3072.00	981.33	25.60	234.95	190.46	false
68	densenet1_stage2_relu5_fwd	Activation	49.00	4.67	44.33	301056	0.00	426.67	53.70	705.60	64.51	false
69	densenet1_stage2_conv5_fwd	Convolution	9471.67	55.00	9416.67	105996288	331776.00	648330.67	12.05	108.15	1927.21	false
70	densenet1_stage2_concat2	Concat	72.67	9.43	63.24	0	0.00	95029.33	40.40	0.00	0.00	true
71	densenet1_stage2_batchnorm6_fwd	BatchNorm	76.00	5.67	70.33	1666560	5376.00	724277.33	41.00	2.28	294.08	true
72	densenet1_stage2_relu6_fwd	Activation	59.67	5.00	54.67	526848	0.00	183573.33	56.80	2.87	105.37	true
73	densenet1_stage2_conv6_fwd	Convolution	5492.67	35.00	5457.67	103369728	258048.00	518634.67	5.50	133.09	2953.42	false
74	densenet1_stage2_batchnorm7_fwd	BatchNorm	89.00	5.00	84.00	952320	4778.67	384.00	25.60	184.46	190.46	false
75	densenet1_stage2_relu7_fwd	Activation	36.33	4.67	31.67	301056	0.00	768.00	54.00	392.00	64.51	false
76	densenet1_stage2_conv7_fwd	Convolution	9305.00	54.67	9250.33	105996288	331776.00	806261.33	12.04	93.14	1938.94	false
77	densenet1_stage2_concat3	Concat	79.33	10.00	69.33	0	0.00	441706.67	41.90	0.00	0.00	true
78	densenet1_stage2_batchnorm8_fwd	BatchNorm	70.00	5.33	64.67	1904640	6144.00	979168.00	45.30	1.93	357.14	true
79	densenet1_stage2_relu8_fwd	Activation	66.33	5.00	61.33	602112	0.00	78538.67	59.70	7.67	120.42	true
80	densenet1_stage2_conv8_fwd	Convolution	6287.33	39.00	6248.33	118115328	294912.00	519541.33	5.60	145.02	3028.60	false
81	densenet1_stage2_batchnorm9_fwd	BatchNorm	86.67	4.33	82.33	952320	3072.00	426.67	25.60	272.20	219.78	false
82	densenet1_stage2_relu9_fwd	Activation	37.00	5.00	32.00	301056	597.33	426.67	55.20	294.00	60.21	false
83	densenet1_stage2_conv9_fwd	Convolution	9297.00	55.00	9242.00	105996288	331776.00	760640.00	12.05	97.03	1927.21	false
84	densenet1_stage2_concat4	Concat	78.67	10.29	68.38	0	0.00	379242.67	43.10	0.00	0.00	true
85	densenet1_stage2_batchnorm10_fwd	BatchNorm	91.00	5.67	85.33	2142720	6912.00	1251733.33	50.30	1.70	378.10	true
86	densenet1_stage2_relu10_fwd	Activation	74.00	5.00	69.00	677376	0.00	165568.00	59.00	4.09	135.48	true
87	densenet1_stage2_conv10_fwd	Convolution	7063.00	44.00	7019.00	132860928	331776.00	605493.33	5.50	141.75	3019.57	false
88	densenet1_stage2_batchnorm11_fwd	BatchNorm	90.33	5.00	85.33	952320	3072.00	512.00	25.60	265.71	190.46	false
89	densenet1_stage2_relu11_fwd	Activation	37.00	5.00	32.00	301056	0.00	384.00	55.30	784.00	60.21	false
90	densenet1_stage2_conv11_fwd	Convolution	9284.33	54.67	9229.67	105996288	331776.00	936448.00	12.04	83.58	1938.94	false
91	densenet1_stage2_concat5	Concat	93.33	10.71	82.62	0	682.67	753450.67	43.90	0.00	0.00	true
92	densenet1_stage2_batchnorm12_fwd	BatchNorm	86.00	5.67	80.33	2380800	7680.00	1544330.67	53.70	1.53	420.12	true
93	densenet1_stage2_relu12_fwd	Activation	105.67	5.00	100.67	752640	0.00	111925.33	62.10	6.72	150.53	true
94	densenet1_stage2_conv12_fwd	Convolution	7803.33	48.33	7755.00	147606528	368640.00	605856.00	5.60	151.47	3053.95	false
95	densenet1_stage2_batchnorm13_fwd	BatchNorm	92.33	5.00	87.33	952320	3072.00	426.67	25.60	272.20	190.46	false
96	densenet1_stage2_relu13_fwd	Activation	46.00	5.00	41.00	301056	224.00	512.00	55.20	409.04	60.21	false
97	densenet1_stage2_conv13_fwd	Convolution	9332.67	54.67	9278.00	105996288	331776.00	936810.67	12.04	83.55	1938.94	false
98	densenet1_stage2_concat6	Concat	104.67	11.14	93.52	0	21.33	541013.33	44.90	0.00	0.00	true
99	densenet1_stage2_batchnorm14_fwd	BatchNorm	110.00	6.00	104.00	2618880	8490.67	1539584.00	57.30	1.69	436.48	true
100	densenet1_stage2_relu14_fwd	Activation	125.33	5.00	120.33	827904	85.33	189301.33	67.10	4.37	165.58	true
101	densenet1_stage2_conv14_fwd	Convolution	8834.33	52.67	8781.67	162352128	405504.00	605429.33	5.60	160.60	3082.62	false
102	densenet1_stage2_batchnorm15_fwd	BatchNorm	94.33	5.00	89.33	952320	3072.00	1568.00	25.60	205.24	190.46	false
103	densenet1_stage2_relu15_fwd	Activation	37.67	4.00	33.67	301056	224.00	725.33	57.80	317.12	75.26	false
104	densenet1_stage2_conv15_fwd	Convolution	9298.67	54.33	9244.33	105996288	331776.00	936373.33	12.04	83.58	1950.86	false
105	densenet1_stage2_concat7	Concat	106.67	11.71	94.95	0	300245.33	1055434.67	44.60	0.00	0.00	true
106	densenet1_stage2_batchnorm16_fwd	BatchNorm	97.00	6.00	91.00	2856960	9248.00	1882026.67	61.80	1.51	476.16	true
107	densenet1_stage2_relu16_fwd	Activation	125.00	5.67	119.33	903168	42.67	137610.67	67.90	6.56	159.37	true
108	densenet1_stage2_conv16_fwd	Convolution	9593.00	56.33	9536.67	177097728	442368.00	605525.33	5.70	169.00	3143.77	false
109	densenet1_stage2_batchnorm17_fwd	BatchNorm	91.00	5.00	86.00	952320	3072.00	2197.33	25.60	180.73	190.46	false
110	densenet1_stage2_relu17_fwd	Activation	47.00	5.00	42.00	301056	224.00	832.00	57.40	285.09	60.21	false
111	densenet1_stage2_conv17_fwd	Convolution	9273.67	55.00	9218.67	105996288	331776.00	937205.33	12.05	83.53	1927.21	false
112	densenet1_stage2_concat8	Concat	99.67	11.71	87.95	0	281792.00	893557.33	46.20	0.00	0.00	true
113	densenet1_stage2_batchnorm18_fwd	BatchNorm	118.67	6.33	112.33	3095040	10048.00	1866016.00	64.80	1.65	488.72	true
114	densenet1_stage2_relu18_fwd	Activation	103.00	5.67	97.33	978432	117.33	195221.33	66.10	5.01	172.65	true
115	densenet1_stage2_conv18_fwd	Convolution	10339.33	60.33	10279.00	191843328	479296.00	552885.33	5.60	185.86	3179.74	false
116	densenet1_stage2_batchnorm19_fwd	BatchNorm	85.33	5.00	80.33	952320	3072.00	189728.00	25.60	4.94	190.46	true
117	densenet1_stage2_relu19_fwd	Activation	36.67	4.67	32.00	301056	224.00	39936.00	58.70	7.50	64.51	true
118	densenet1_stage2_conv19_fwd	Convolution	9273.00	54.00	9219.00	105996288	331776.00	958826.67	12.04	82.13	1962.89	false
119	densenet1_stage2_concat9	Concat	106.00	13.00	93.00	0	1030272.00	1385898.67	46.30	0.00	0.00	true
120	densenet1_stage2_batchnorm20_fwd	BatchNorm	98.00	7.33	90.67	3333120	10752.00	2155904.00	66.00	1.54	454.54	true
121	densenet1_stage2_relu20_fwd	Activation	114.67	6.00	108.67	1053696	42.67	204128.00	68.00	5.16	175.62	true
122	densenet1_stage2_conv20_fwd	Convolution	11137.67	64.33	11073.33	206588928	516096.00	594165.33	5.60	186.07	3211.24	false
123	densenet1_stage2_batchnorm21_fwd	BatchNorm	86.33	5.00	81.33	952320	3072.00	167445.33	25.60	5.58	190.46	true
124	densenet1_stage2_relu21_fwd	Activation	37.00	4.33	32.67	301056	224.00	47765.33	57.40	6.27	69.48	true
125	densenet1_stage2_conv21_fwd	Convolution	9298.33	55.00	9243.33	105996288	331776.00	960192.00	12.05	82.04	1927.21	false
126	densenet1_stage2_concat10	Concat	104.67	13.00	91.67	0	973376.00	1352512.00	46.40	0.00	0.00	true
127	densenet1_stage2_batchnorm22_fwd	BatchNorm	124.33	7.67	116.67	3571200	11616.00	2299477.33	64.60	1.55	465.79	true
128	densenet1_stage2_relu22_fwd	Activation	117.00	6.00	111.00	1128960	213.33	258592.00	70.80	4.36	188.16	true
129	densenet1_stage2_conv22_fwd	Convolution	11942.67	68.67	11874.00	221334528	553024.00	550016.00	5.60	200.66	3223.30	false
130	densenet1_stage2_batchnorm23_fwd	BatchNorm	88.33	5.00	83.33	952320	3072.00	277610.67	25.60	3.39	190.46	true
131	densenet1_stage2_relu23_fwd	Activation	37.00	4.33	32.67	301056	224.00	67840.00	57.80	4.42	69.48	true
132	densenet1_stage2_conv23_fwd	Convolution	9329.33	55.00	9274.33	105996288	332458.67	967082.67	12.05	81.56	1927.21	false
133	densenet1_stage2_concat11	Concat	104.33	14.00	90.33	0	1810250.67	1684266.67	48.00	0.00	0.00	true
134	densenet1_batchnorm2_fwd	BatchNorm	102.67	7.67	95.00	3809280	12384.00	2425717.33	62.20	1.56	496.84	true
135	densenet1_relu2_fwd	Activation	134.00	6.00	128.00	1204224	128.00	291733.33	72.80	4.13	200.70	true
136	densenet1_conv2_fwd	Convolution	24966.00	77.33	24888.67	472160256	1189248.00	1094496.00	10.80	206.75	6105.55	false
137	densenet1_pool2_fwd	Pooling	847.00	6.00	841.00	1580544	0.00	426709.33	24.80	3.70	263.42	true
138	densenet1_stage3_batchnorm0_fwd	BatchNorm	82.33	5.00	77.33	476160	6144.00	262581.33	12.30	1.77	95.23	true
139	densenet1_stage3_relu0_fwd	Activation	22.33	4.00	18.33	150528	0.00	39744.00	41.80	3.79	37.63	true
140	densenet1_stage3_conv0_fwd	Convolution	1671.33	28.33	1643.00	33067776	294912.00	121856.00	3.10	79.34	1167.11	false
141	densenet1_stage3_batchnorm1_fwd	BatchNorm	46.00	4.67	41.33	238080	3072.00	153077.33	6.80	1.52	51.01	true
142	densenet1_stage3_relu1_fwd	Activation	14.00	4.00	10.00	75264	224.00	26656.00	33.90	2.80	18.82	true
143	densenet1_stage3_conv1_fwd	Convolution	2453.67	55.00	2398.67	27033600	331776.00	786272.00	12.05	24.18	491.52	false
144	densenet1_stage3_concat0	Concat	49.00	7.71	41.29	0	0.00	153866.67	23.60	0.00	0.00	true
145	densenet1_stage3_batchnorm2_fwd	BatchNorm	46.00	5.00	41.00	535680	6912.00	52042.67	13.40	9.09	107.14	true
146	densenet1_stage3_relu2_fwd	Activation	23.67	4.67	19.00	169344	0.00	3413.33	44.00	49.61	36.29	false
147	densenet1_stage3_conv2_fwd	Convolution	1878.00	31.00	1847.00	37196544	331776.00	320.00	3.10	112.01	1199.89	false
148	densenet1_stage3_batchnorm3_fwd	BatchNorm	65.33	5.00	60.33	238080	3072.00	0.00	6.80	77.50	47.62	false
149	densenet1_stage3_relu3_fwd	Activation	14.00	4.00	10.00	75264	85.33	128.00	31.70	352.80	18.82	false
150	densenet1_stage3_conv3_fwd	Convolution	2443.67	55.00	2388.67	27033600	331861.33	42.67	12.05	81.45	491.52	false
151	densenet1_stage3_concat1	Concat	47.00	7.57	39.43	0	0.00	32768.00	25.10	0.00	0.00	true
152	densenet1_stage3_batchnorm4_fwd	BatchNorm	45.33	5.00	40.33	595200	7680.00	72149.33	14.40	7.46	119.04	true
153	densenet1_stage3_relu4_fwd	Activation	25.00	4.00	21.00	188160	0.00	9898.67	46.30	19.01	47.04	false
154	densenet1_stage3_conv4_fwd	Convolution	2070.33	34.00	2036.33	41325312	368640.00	426.67	3.10	111.97	1215.45	false
155	densenet1_stage3_batchnorm5_fwd	BatchNorm	62.00	4.33	57.67	238080	3072.00	1674.67	6.80	50.16	54.95	false
156	densenet1_stage3_relu5_fwd	Activation	13.67	4.00	9.67	75264	0.00	288.00	31.70	261.33	18.82	false
157	densenet1_stage3_conv5_fwd	Convolution	2434.00	54.33	2379.67	27033600	331776.00	2240.00	12.04	80.94	497.55	false
158	densenet1_stage3_concat2	Concat	46.67	7.43	39.24	0	0.00	19274.67	26.50	0.00	0.00	true
159	densenet1_stage3_batchnorm6_fwd	BatchNorm	47.00	5.33	41.67	654720	8448.00	35360.00	15.60	14.95	122.77	true
160	densenet1_stage3_relu6_fwd	Activation	27.00	4.00	23.00	206976	0.00	4736.00	48.30	43.70	51.74	false
161	densenet1_stage3_conv6_fwd	Convolution	2281.00	37.00	2244.00	45454080	405504.00	7552.00	3.10	110.04	1228.49	false
162	densenet1_stage3_batchnorm7_fwd	BatchNorm	58.67	5.00	53.67	238080	3072.00	170.67	6.80	73.42	47.62	false
163	densenet1_stage3_relu7_fwd	Activation	14.00	4.00	10.00	75264	0.00	85.33	31.70	882.00	18.82	false
164	densenet1_stage3_conv7_fwd	Convolution	2457.00	54.33	2402.67	27033600	331776.00	2026.67	12.04	80.99	497.55	false
165	densenet1_stage3_concat3	Concat	50.33	7.86	42.48	0	0.00	30634.67	27.60	0.00	0.00	true
166	densenet1_stage3_batchnorm8_fwd	BatchNorm	50.00	5.33	44.67	714240	9216.00	98229.33	16.60	6.65	133.93	true
167	densenet1_stage3_relu8_fwd	Activation	28.67	4.33	24.33	225792	0.00	12970.67	49.70	17.41	52.11	true
168	densenet1_stage3_conv8_fwd	Convolution	2519.33	39.67	2479.67	49582848	442368.00	109674.67	3.10	89.82	1249.98	false
169	densenet1_stage3_batchnorm9_fwd	BatchNorm	63.00	4.33	58.67	238080	3072.00	37642.67	6.80	5.85	54.95	true
170	densenet1_stage3_relu9_fwd	Activation	13.67	4.00	9.67	75264	0.00	5600.00	31.60	13.44	18.82	true
171	densenet1_stage3_conv9_fwd	Convolution	2441.67	55.00	2386.67	27033600	331776.00	200821.33	12.05	50.76	491.52	false
172	densenet1_stage3_concat4	Concat	49.33	7.86	41.48	0	0.00	82304.00	28.60	0.00	0.00	true
173	densenet1_stage3_batchnorm10_fwd	BatchNorm	51.00	5.67	45.33	773760	9984.00	54442.67	17.60	12.01	136.54	true
174	densenet1_stage3_relu10_fwd	Activation	30.67	4.67	26.00	244608	0.00	2986.67	51.00	81.90	52.41	false
175	densenet1_stage3_conv10_fwd	Convolution	2734.67	44.00	2690.67	53711616	479232.00	166954.67	3.10	83.12	1220.72	false
176	densenet1_stage3_batchnorm11_fwd	BatchNorm	65.67	4.67	61.00	238080	3072.00	0.00	6.80	77.50	51.01	false
177	densenet1_stage3_relu11_fwd	Activation	14.00	4.00	10.00	75264	0.00	42.67	31.80	1763.99	18.82	false
178	densenet1_stage3_conv11_fwd	Convolution	2435.00	54.67	2380.33	27033600	331818.67	28544.00	12.04	75.02	494.51	false
179	densenet1_stage3_concat5	Concat	52.00	8.00	44.00	0	0.00	15189.33	29.50	0.00	0.00	true
180	densenet1_stage3_batchnorm12_fwd	BatchNorm	55.67	5.67	50.00	833280	10752.00	196437.33	18.30	4.02	147.04	true
181	densenet1_stage3_relu12_fwd	Activation	33.00	5.00	28.00	263424	85.33	12245.33	52.00	21.36	52.68	false
182	densenet1_stage3_conv12_fwd	Convolution	2930.33	46.00	2884.33	57840384	516096.00	10005.33	3.10	109.94	1257.40	false
183	densenet1_stage3_batchnorm13_fwd	BatchNorm	56.67	4.67	52.00	238080	3072.00	41205.33	6.80	5.38	51.01	true
184	densenet1_stage3_relu13_fwd	Activation	15.67	4.00	11.67	75264	0.00	6101.33	31.70	12.34	18.82	true
185	densenet1_stage3_conv13_fwd	Convolution	2440.00	54.33	2385.67	27033600	331776.00	199669.33	12.10	50.87	497.55	false
186	densenet1_stage3_concat6	Concat	49.33	8.29	41.05	0	0.00	235893.33	30.70	0.00	0.00	true
187	densenet1_stage3_batchnorm14_fwd	BatchNorm	54.33	5.33	49.00	892800	11520.00	140437.33	19.40	5.88	167.41	true
188	densenet1_stage3_relu14_fwd	Activation	34.33	4.33	30.00	282240	0.00	8288.00	52.80	34.05	65.14	false
189	densenet1_stage3_conv14_fwd	Convolution	3150.00	49.00	3101.00	61969152	552960.00	3168.00	3.10	111.43	1264.68	false
190	densenet1_stage3_batchnorm15_fwd	BatchNorm	58.67	5.00	53.67	238080	3072.00	7125.33	6.80	23.35	47.62	false
191	densenet1_stage3_relu15_fwd	Activation	13.00	4.00	9.00	75264	0.00	640.00	31.70	117.60	18.82	false
192	densenet1_stage3_conv15_fwd	Convolution	2439.33	54.67	2384.67	27033600	331776.00	34784.00	12.04	73.75	494.51	false
193	densenet1_stage3_concat7	Concat	54.67	8.57	46.09	0	0.00	28949.33	31.80	0.00	0.00	true
194	densenet1_stage3_batchnorm16_fwd	BatchNorm	56.67	5.67	51.00	952320	12288.00	388437.33	19.30	2.38	168.05	true
195	densenet1_stage3_relu16_fwd	Activation	36.00	5.00	31.00	301056	0.00	19168.00	53.10	15.71	60.21	true
196	densenet1_stage3_conv16_fwd	Convolution	3336.33	52.00	3284.33	66097920	589824.00	90112.00	3.10	97.21	1271.11	false
197	densenet1_stage3_batchnorm17_fwd	BatchNorm	60.33	5.00	55.33	238080	3072.00	101578.67	6.80	2.27	47.62	true
198	densenet1_stage3_relu17_fwd	Activation	14.00	4.00	10.00	75264	85.33	11306.67	31.70	6.61	18.82	true
199	densenet1_stage3_conv17_fwd	Convolution	2455.00	54.67	2400.33	27033600	331776.00	376853.33	12.04	38.15	494.51	false
200	densenet1_stage3_concat8	Concat	52.33	8.43	43.90	0	0.00	364394.67	32.60	0.00	0.00	true
201	densenet1_stage3_batchnorm18_fwd	BatchNorm	53.33	5.67	47.67	1011840	13141.33	262965.33	20.90	3.66	178.55	true
202	densenet1_stage3_relu18_fwd	Activation	38.33	4.67	33.67	319872	0.00	11232.00	53.20	28.48	68.54	false
203	densenet1_stage3_conv18_fwd	Convolution	3551.67	55.00	3496.67	70226688	626688.00	11658.67	3.10	110.01	1276.85	false
204	densenet1_stage3_batchnorm19_fwd	BatchNorm	56.67	5.00	51.67	238080	3072.00	39338.67	6.80	5.61	47.62	true
205	densenet1_stage3_relu19_fwd	Activation	15.33	4.00	11.33	75264	0.00	4309.33	31.60	17.47	18.82	false
206	densenet1_stage3_conv19_fwd	Convolution	2454.00	54.67	2399.33	27033600	331776.00	97866.67	12.04	62.92	494.51	false
207	densenet1_stage3_concat9	Concat	58.33	8.86	49.48	0	0.00	12288.00	33.30	0.00	0.00	true
208	densenet1_stage3_batchnorm20_fwd	BatchNorm	59.00	6.00	53.00	1071360	13824.00	479445.33	20.90	2.17	178.56	true
209	densenet1_stage3_relu20_fwd	Activation	40.00	5.00	35.00	338688	0.00	23264.00	51.90	14.56	67.74	true
210	densenet1_stage3_conv20_fwd	Convolution	3761.67	58.00	3703.67	74355456	663552.00	123061.33	3.10	94.53	1281.99	false
211	densenet1_stage3_batchnorm21_fwd	BatchNorm	59.00	4.67	54.33	238080	3072.00	102218.67	6.80	2.26	51.01	true
212	densenet1_stage3_relu21_fwd	Activation	16.67	4.00	12.67	75264	0.00	11093.33	31.80	6.78	18.82	true
213	densenet1_stage3_conv21_fwd	Convolution	2442.67	53.67	2389.00	27033600	331776.00	472042.67	12.07	33.63	503.73	false
214	densenet1_stage3_concat10	Concat	55.00	8.71	46.29	0	0.00	462154.67	33.90	0.00	0.00	true
215	densenet1_stage3_batchnorm22_fwd	BatchNorm	56.67	6.00	50.67	1130880	14592.00	296981.33	22.10	3.63	188.48	true
216	densenet1_stage3_relu22_fwd	Activation	41.33	4.33	37.00	357504	1706.67	11178.67	51.00	27.75	82.51	false
217	densenet1_stage3_conv22_fwd	Convolution	3952.00	60.67	3891.33	78484224	700416.00	11530.67	3.10	110.24	1293.69	false
218	densenet1_stage3_batchnorm23_fwd	BatchNorm	63.00	4.67	58.33	238080	3125.33	39210.67	6.80	5.62	51.01	true
219	densenet1_stage3_relu23_fwd	Activation	13.67	4.00	9.67	75264	0.00	4650.67	31.60	16.18	18.82	true
220	densenet1_stage3_conv23_fwd	Convolution	2442.67	54.67	2388.00	27033600	331776.00	112842.67	12.04	60.80	494.51	false
221	densenet1_stage3_concat11	Concat	58.67	9.57	49.10	0	0.00	234.67	34.50	0.00	0.00	true
222	densenet1_stage3_batchnorm24_fwd	BatchNorm	64.33	6.00	58.33	1190400	15360.00	567818.67	23.00	2.04	198.40	true
223	densenet1_stage3_relu24_fwd	Activation	43.67	5.00	38.67	376320	0.00	25376.00	50.50	14.83	75.26	true
224	densenet1_stage3_conv24_fwd	Convolution	4149.00	63.00	4086.00	82612992	737280.00	122762.67	3.10	96.06	1311.32	false
225	densenet1_stage3_batchnorm25_fwd	BatchNorm	69.33	5.00	64.33	238080	3072.00	101749.33	6.80	2.27	47.62	true
226	densenet1_stage3_relu25_fwd	Activation	17.33	4.00	13.33	75264	0.00	11733.33	31.60	6.41	18.82	true
227	densenet1_stage3_conv25_fwd	Convolution	2481.33	55.00	2426.33	27033600	331776.00	544458.67	12.05	30.85	491.52	false
228	densenet1_stage3_concat12	Concat	56.33	9.43	46.91	0	0.00	561034.67	35.20	0.00	0.00	true
229	densenet1_stage3_batchnorm26_fwd	BatchNorm	66.00	6.00	60.00	1249920	16128.00	316896.00	23.10	3.75	208.32	true
230	densenet1_stage3_relu26_fwd	Activation	47.33	5.00	42.33	395136	0.00	12800.00	51.20	30.87	79.03	false
231	densenet1_stage3_conv26_fwd	Convolution	4370.33	66.00	4304.33	86741760	774144.00	12085.33	3.10	110.33	1314.27	false
232	densenet1_stage3_batchnorm27_fwd	BatchNorm	63.67	5.00	58.67	238080	3072.00	39424.00	6.80	5.60	47.62	true
233	densenet1_stage3_relu27_fwd	Activation	17.33	4.00	13.33	75264	0.00	4437.33	31.80	16.96	18.82	true
234	densenet1_stage3_conv27_fwd	Convolution	2457.00	55.00	2402.00	27033600	331776.00	125845.33	12.05	59.07	491.52	false
235	densenet1_stage3_concat13	Concat	64.33	8.57	55.76	0	0.00	29952.00	35.80	0.00	0.00	true
236	densenet1_stage3_batchnorm28_fwd	BatchNorm	71.67	6.33	65.33	1309440	16896.00	755968.00	24.30	1.69	206.76	true
237	densenet1_stage3_relu28_fwd	Activation	68.67	4.00	64.67	413952	0.00	33408.00	51.80	12.39	103.49	true
238	densenet1_stage3_conv28_fwd	Convolution	4541.67	68.33	4473.33	90870528	811008.00	123530.67	3.10	97.24	1329.82	false
239	densenet1_stage3_batchnorm29_fwd	BatchNorm	65.33	4.67	60.67	238080	3072.00	102517.33	6.80	2.25	51.01	true
240	densenet1_stage3_relu29_fwd	Activation	14.33	4.00	10.33	75264	74.67	11264.00	31.70	6.64	18.82	true
241	densenet1_stage3_conv29_fwd	Convolution	2448.67	54.33	2394.33	27033600	331776.00	651946.67	12.04	27.48	497.55	false
242	densenet1_stage3_concat14	Concat	62.67	9.71	52.95	0	0.00	673653.33	36.30	0.00	0.00	true
243	densenet1_stage3_batchnorm30_fwd	BatchNorm	68.33	7.00	61.33	1368960	17664.00	450485.33	24.80	2.92	195.57	true
244	densenet1_stage3_relu30_fwd	Activation	49.67	5.00	44.67	432768	0.00	19712.00	52.60	21.95	86.55	false
245	densenet1_stage3_conv30_fwd	Convolution	4759.67	71.00	4688.67	94999296	847872.00	26720.00	3.10	108.62	1338.02	false
246	densenet1_stage3_batchnorm31_fwd	BatchNorm	60.67	4.33	56.33	238080	3072.00	53034.67	6.80	4.24	54.95	true
247	densenet1_stage3_relu31_fwd	Activation	18.00	4.00	14.00	75264	149.33	6016.00	33.20	12.21	18.82	true
248	densenet1_stage3_conv31_fwd	Convolution	2445.33	53.67	2391.67	27033600	331776.00	260042.67	12.07	45.68	503.73	false
249	densenet1_stage3_concat15	Concat	63.67	9.43	54.24	0	0.00	30666.67	36.70	0.00	0.00	true
250	densenet1_stage3_batchnorm32_fwd	BatchNorm	72.00	6.00	66.00	1428480	18432.00	865898.67	25.50	1.62	238.08	true
251	densenet1_stage3_relu32_fwd	Activation	52.67	5.00	47.67	451584	0.00	33312.00	53.30	13.56	90.32	true
252	densenet1_stage3_conv32_fwd	Convolution	4946.33	74.67	4871.67	99128064	884736.00	130581.33	3.10	97.63	1327.60	false
253	densenet1_stage3_batchnorm33_fwd	BatchNorm	64.33	4.67	59.67	238080	3072.00	102474.67	6.80	2.26	51.01	true
254	densenet1_stage3_relu33_fwd	Activation	17.00	4.33	12.67	75264	74.67	11690.67	32.40	6.40	17.37	true
255	densenet1_stage3_conv33_fwd	Convolution	2439.00	54.67	2384.33	27033600	331776.00	655946.67	12.04	27.37	494.51	false
256	densenet1_stage3_concat16	Concat	60.00	9.86	50.14	0	0.00	743221.33	37.10	0.00	0.00	true
257	densenet1_stage3_batchnorm34_fwd	BatchNorm	66.33	7.00	59.33	1488000	19200.00	603829.33	26.60	2.39	212.57	true
258	densenet1_stage3_relu34_fwd	Activation	54.33	4.33	50.00	470400	0.00	19754.67	54.40	23.81	108.56	false
259	densenet1_stage3_conv34_fwd	Convolution	5146.67	77.33	5069.33	103256832	921600.00	102080.00	3.10	100.87	1335.22	false
260	densenet1_stage3_batchnorm35_fwd	BatchNorm	67.33	5.00	62.33	238080	3072.00	53834.67	6.80	4.18	47.62	true
261	densenet1_stage3_relu35_fwd	Activation	14.00	4.00	10.00	75264	224.00	6101.33	33.10	11.90	18.82	true
262	densenet1_stage3_conv35_fwd	Convolution	2456.33	54.67	2401.67	27033600	331776.00	417824.00	12.07	36.06	494.51	false
263	densenet1_stage3_concat17	Concat	66.67	9.29	57.38	0	0.00	30410.67	37.50	0.00	0.00	true
264	densenet1_stage3_batchnorm36_fwd	BatchNorm	80.33	7.00	73.33	1547520	20096.00	938624.00	27.20	1.61	221.07	true
265	densenet1_stage3_relu36_fwd	Activation	55.33	4.67	50.67	489216	0.00	35509.33	54.80	13.78	104.82	true
266	densenet1_stage3_conv36_fwd	Convolution	5343.67	80.00	5263.67	107385600	958464.00	131786.67	3.10	98.50	1342.32	false
267	densenet1_stage3_batchnorm37_fwd	BatchNorm	66.67	4.67	62.00	238080	3072.00	101952.00	6.80	2.27	51.01	true
268	densenet1_stage3_relu37_fwd	Activation	14.33	4.33	10.00	75264	74.67	11946.67	33.10	6.26	17.37	true
269	densenet1_stage3_conv37_fwd	Convolution	2448.33	54.00	2394.33	27033600	331776.00	655904.00	12.04	27.37	500.62	false
270	densenet1_stage3_concat18	Concat	61.33	9.29	52.05	0	0.00	827317.33	37.80	0.00	0.00	true
271	densenet1_stage3_batchnorm38_fwd	BatchNorm	69.00	7.00	62.00	1607040	20736.00	704672.00	28.00	2.22	229.58	true
272	densenet1_stage3_relu38_fwd	Activation	57.00	5.00	52.00	508032	0.00	20693.33	55.60	24.55	101.61	false
273	densenet1_stage3_conv38_fwd	Convolution	5560.00	83.00	5477.00	111514368	995328.00	126602.67	3.10	99.40	1343.55	false
274	densenet1_stage3_batchnorm39_fwd	BatchNorm	56.33	5.00	51.33	238080	3072.00	131701.33	6.80	1.77	47.62	true
275	densenet1_stage3_relu39_fwd	Activation	15.67	4.33	11.33	75264	224.00	14976.00	34.20	4.95	17.37	true
276	densenet1_stage3_conv39_fwd	Convolution	2461.00	54.00	2407.00	27033600	331776.00	506570.67	12.04	32.25	500.62	false
277	densenet1_stage3_concat19	Concat	69.33	10.14	59.19	0	0.00	35936.00	38.20	0.00	0.00	true
278	densenet1_stage3_batchnorm40_fwd	BatchNorm	80.33	7.00	73.33	1666560	21632.00	1009909.33	28.80	1.62	238.08	true
279	densenet1_stage3_relu40_fwd	Activation	58.00	5.00	53.00	526848	0.00	40352.00	56.60	13.06	105.37	true
280	densenet1_stage3_conv40_fwd	Convolution	5735.00	87.00	5648.00	115643136	1032192.00	155413.33	3.10	97.38	1329.23	false
281	densenet1_stage3_batchnorm41_fwd	BatchNorm	58.00	4.33	53.67	238080	3072.00	108618.67	6.80	2.13	54.95	true
282	densenet1_stage3_relu41_fwd	Activation	15.67	4.00	11.67	75264	224.00	12330.67	33.00	5.99	18.82	true
283	densenet1_stage3_conv41_fwd	Convolution	2443.67	55.00	2388.67	27033600	331776.00	654752.00	12.05	27.40	491.52	false
284	densenet1_stage3_concat20	Concat	61.33	9.71	51.62	0	4480.00	911114.67	38.10	0.00	0.00	true
285	densenet1_stage3_batchnorm42_fwd	BatchNorm	72.67	7.33	65.33	1726080	22272.00	839936.00	28.90	2.00	235.39	true
286	densenet1_stage3_relu42_fwd	Activation	60.67	4.67	56.00	545664	0.00	22741.33	57.30	23.99	116.92	false
287	densenet1_stage3_conv42_fwd	Convolution	5967.67	90.00	5877.67	119771904	1069056.00	127285.33	3.10	100.12	1330.80	false
288	densenet1_stage3_batchnorm43_fwd	BatchNorm	60.00	5.00	55.00	238080	3072.00	132384.00	6.80	1.76	47.62	true
289	densenet1_stage3_relu43_fwd	Activation	16.00	4.00	12.00	75264	224.00	15658.67	33.90	4.74	18.82	true
290	densenet1_stage3_conv43_fwd	Convolution	2448.00	54.67	2393.33	27033600	331776.00	549877.33	12.04	30.66	494.51	false
291	densenet1_stage3_concat21	Concat	70.67	10.14	60.52	0	0.00	38805.33	38.80	0.00	0.00	true
292	densenet1_stage3_batchnorm44_fwd	BatchNorm	82.33	7.00	75.33	1785600	23146.67	1083296.00	29.30	1.61	255.09	true
293	densenet1_stage3_relu44_fwd	Activation	62.00	5.00	57.00	564480	0.00	54442.67	58.00	10.37	112.90	true
294	densenet1_stage3_conv44_fwd	Convolution	6155.33	92.67	6062.67	123900672	1105920.00	154890.67	3.10	98.27	1337.05	false
295	densenet1_stage3_batchnorm45_fwd	BatchNorm	60.00	5.00	55.00	238080	3072.00	116714.67	6.80	1.99	47.62	true
296	densenet1_stage3_relu45_fwd	Activation	18.00	4.00	14.00	75264	224.00	20576.00	33.00	3.62	18.82	true
297	densenet1_stage3_conv45_fwd	Convolution	2459.67	54.00	2405.67	27033600	331776.00	656000.00	12.04	27.37	500.62	false
298	densenet1_stage3_concat22	Concat	65.33	11.00	54.33	0	137472.00	948394.67	39.20	0.00	0.00	true
299	densenet1_stage3_batchnorm46_fwd	BatchNorm	74.33	7.33	67.00	1845120	23808.00	931157.33	30.10	1.93	251.62	true
300	densenet1_stage3_relu46_fwd	Activation	64.67	5.00	59.67	583296	0.00	35029.33	58.70	16.65	116.66	true
301	densenet1_stage3_conv46_fwd	Convolution	6371.33	95.00	6276.33	128029440	1142784.00	127413.33	3.10	100.79	1347.68	false
302	densenet1_stage3_batchnorm47_fwd	BatchNorm	59.33	4.33	55.00	238080	3072.00	133024.00	6.80	1.75	54.95	true
303	densenet1_stage3_relu47_fwd	Activation	15.67	4.33	11.33	75264	224.00	15274.67	33.90	4.86	17.37	true
304	densenet1_stage3_conv47_fwd	Convolution	2455.33	54.33	2401.00	27033600	331776.00	596448.00	12.07	29.12	497.54	false
305	densenet1_stage3_concat23	Concat	74.67	10.00	64.67	0	12800.00	40352.00	39.40	0.00	0.00	true
306	densenet1_stage3_batchnorm48_fwd	BatchNorm	88.67	8.00	80.67	1904640	24725.33	1154400.00	30.60	1.62	238.08	true
307	densenet1_stage3_relu48_fwd	Activation	65.67	5.00	60.67	602112	0.00	62944.00	59.20	9.57	120.42	true
308	densenet1_stage3_conv48_fwd	Convolution	6562.33	98.33	6464.00	132158208	1179648.00	155701.33	3.10	98.97	1343.99	false
309	densenet1_stage3_batchnorm49_fwd	BatchNorm	59.33	4.67	54.67	238080	3072.00	129440.00	6.80	1.80	51.01	true
310	densenet1_stage3_relu49_fwd	Activation	15.33	4.00	11.33	75264	224.00	19285.33	33.10	3.86	18.82	true
311	densenet1_stage3_conv49_fwd	Convolution	2497.67	54.67	2443.00	27033600	331776.00	681610.67	12.07	26.68	494.51	false
312	densenet1_stage3_concat24	Concat	71.67	10.43	61.24	0	212906.67	1058784.00	39.50	0.00	0.00	true
313	densenet1_stage3_batchnorm50_fwd	BatchNorm	77.67	8.00	69.67	1964160	25344.00	1061301.33	31.60	1.81	245.52	true
314	densenet1_stage3_relu50_fwd	Activation	76.33	5.00	71.33	620928	0.00	45109.33	59.40	13.76	124.19	true
315	densenet1_stage3_conv50_fwd	Convolution	6809.33	101.00	6708.33	136286976	1216512.00	127925.33	3.10	101.37	1349.38	false
316	densenet1_stage3_batchnorm51_fwd	BatchNorm	63.33	5.00	58.33	238080	3072.00	132341.33	6.80	1.76	47.62	true
317	densenet1_stage3_relu51_fwd	Activation	19.33	4.00	15.33	75264	224.00	15829.33	34.00	4.69	18.82	true
318	densenet1_stage3_conv51_fwd	Convolution	2460.67	54.33	2406.33	27033600	331776.00	612608.00	12.07	28.63	497.54	false
319	densenet1_stage3_concat25	Concat	76.00	10.57	65.43	0	0.00	43936.00	40.00	0.00	0.00	true
320	densenet1_stage3_batchnorm52_fwd	BatchNorm	94.00	7.00	87.00	2023680	26261.33	1234805.33	31.80	1.60	289.10	true
321	densenet1_stage3_relu52_fwd	Activation	69.00	5.00	64.00	639744	0.00	65589.33	58.80	9.75	127.95	true
322	densenet1_stage3_conv52_fwd	Convolution	6967.33	104.00	6863.33	140415744	1253376.00	150965.33	3.10	99.99	1350.15	false
323	densenet1_stage3_batchnorm53_fwd	BatchNorm	66.00	4.33	61.67	238080	3072.00	126485.33	6.80	1.84	54.95	true
324	densenet1_stage3_relu53_fwd	Activation	15.67	4.33	11.33	75264	224.00	23722.67	33.80	3.14	17.37	true
325	densenet1_stage3_conv53_fwd	Convolution	2461.67	55.00	2406.67	27033600	331861.33	758581.33	12.05	24.79	491.52	false
326	densenet1_stage3_concat26	Concat	68.67	10.43	58.24	0	216192.00	1222186.67	38.80	0.00	0.00	true
327	densenet1_stage3_batchnorm54_fwd	BatchNorm	77.67	8.00	69.67	2083200	26880.00	1278688.00	32.40	1.60	260.40	true
328	densenet1_stage3_relu54_fwd	Activation	72.33	4.67	67.67	658560	853.33	48384.00	58.10	13.38	141.11	true
329	densenet1_stage3_conv54_fwd	Convolution	7197.33	106.67	7090.67	144544512	1290240.00	127541.33	3.10	101.95	1355.10	false
330	densenet1_stage3_batchnorm55_fwd	BatchNorm	60.67	4.67	56.00	238080	3072.00	132693.33	6.80	1.75	51.01	true
331	densenet1_stage3_relu55_fwd	Activation	14.33	4.00	10.33	75264	224.00	15658.67	33.90	4.74	18.82	true
332	densenet1_stage3_conv55_fwd	Convolution	2452.33	54.33	2398.00	27033600	331776.00	667168.00	12.04	27.06	497.55	false
333	densenet1_stage3_concat27	Concat	78.67	11.00	67.67	0	9216.00	52213.33	40.50	0.00	0.00	true
334	densenet1_stage3_batchnorm56_fwd	BatchNorm	99.00	8.00	91.00	2142720	27850.67	1309002.67	32.10	1.60	267.84	true
335	densenet1_stage3_relu56_fwd	Activation	73.00	5.00	68.00	677376	0.00	74912.00	60.80	9.04	135.48	true
336	densenet1_stage3_conv56_fwd	Convolution	7364.67	110.00	7254.67	148673280	1327104.00	149280.00	3.10	100.70	1351.58	false
337	densenet1_stage3_batchnorm57_fwd	BatchNorm	57.33	4.67	52.67	238080	3072.00	126229.33	6.80	1.84	51.01	true
338	densenet1_stage3_relu57_fwd	Activation	14.33	4.00	10.33	75264	224.00	24106.67	33.80	3.09	18.82	true
339	densenet1_stage3_conv57_fwd	Convolution	2447.33	54.67	2392.67	27033600	331776.00	787466.67	12.04	24.15	494.51	false
340	densenet1_stage3_concat28	Concat	69.33	11.57	57.76	0	225792.00	1320874.67	40.30	0.00	0.00	true
341	densenet1_stage3_batchnorm58_fwd	BatchNorm	80.33	8.00	72.33	2202240	28416.00	1422218.67	33.60	1.52	275.28	true
342	densenet1_stage3_relu58_fwd	Activation	75.00	5.00	70.00	696192	0.00	59413.33	59.90	11.72	139.24	true
343	densenet1_stage3_conv58_fwd	Convolution	7590.33	112.00	7478.33	152802048	1363968.00	127882.67	3.10	102.42	1364.30	false
344	densenet1_stage3_batchnorm59_fwd	BatchNorm	63.00	4.67	58.33	238080	3072.00	132714.67	6.80	1.75	51.01	true
345	densenet1_stage3_relu59_fwd	Activation	14.67	4.00	10.67	75264	992.00	15232.00	33.90	4.64	18.82	true
346	densenet1_stage3_conv59_fwd	Convolution	2448.00	54.67	2393.33	27033600	331776.00	751520.00	12.04	24.95	494.51	false
347	densenet1_stage3_concat29	Concat	80.00	11.43	68.57	0	6592.00	44021.33	40.80	0.00	0.00	true
348	densenet1_stage3_batchnorm60_fwd	BatchNorm	96.67	8.00	88.67	2261760	29706.67	1387200.00	33.60	1.60	282.72	true
349	densenet1_stage3_relu60_fwd	Activation	76.33	5.00	71.33	715008	0.00	88672.00	62.20	8.06	143.00	true
350	densenet1_stage3_conv60_fwd	Convolution	7807.67	115.00	7692.67	156930816	1400832.00	149237.33	3.10	101.24	1364.62	false
351	densenet1_stage3_batchnorm61_fwd	BatchNorm	61.33	5.00	56.33	238080	3072.00	127296.00	6.80	1.83	47.62	true
352	densenet1_stage3_relu61_fwd	Activation	14.33	4.00	10.33	75264	224.00	22880.00	33.80	3.26	18.82	true
353	densenet1_stage3_conv61_fwd	Convolution	2451.67	54.67	2397.00	27033600	332458.67	785088.00	12.04	24.19	494.51	false
354	densenet1_stage3_concat30	Concat	72.00	11.43	60.57	0	419626.67	1390293.33	40.60	0.00	0.00	true
355	densenet1_stage3_batchnorm62_fwd	BatchNorm	83.00	8.33	74.67	2321280	29952.00	1516064.00	34.60	1.50	278.56	true
356	densenet1_stage3_relu62_fwd	Activation	78.33	5.00	73.33	733824	0.00	68448.00	61.80	10.72	146.76	true
357	densenet1_stage3_conv62_fwd	Convolution	8015.00	118.00	7897.00	161059584	1437696.00	134581.33	3.10	102.44	1364.91	false
358	densenet1_stage3_batchnorm63_fwd	BatchNorm	57.67	4.33	53.33	238080	3072.00	134058.67	6.80	1.74	54.95	true
359	densenet1_stage3_relu63_fwd	Activation	16.00	4.33	11.67	75264	224.00	16469.33	35.00	4.51	17.37	true
360	densenet1_stage3_conv63_fwd	Convolution	2469.33	54.67	2414.67	27033600	331776.00	786816.00	12.04	24.17	494.51	false
361	densenet1_stage3_concat31	Concat	83.67	11.71	71.95	0	12928.00	107797.33	41.20	0.00	0.00	true
362	densenet1_stage3_batchnorm64_fwd	BatchNorm	102.33	8.00	94.33	2380800	30880.00	1392352.00	33.90	1.67	297.60	true
363	densenet1_stage3_relu64_fwd	Activation	80.33	5.00	75.33	752640	0.00	106677.33	64.20	7.06	150.53	true
364	densenet1_stage3_conv64_fwd	Convolution	8212.33	121.00	8091.33	165188352	1474560.00	137258.67	3.10	102.49	1365.19	false
365	densenet1_stage3_batchnorm65_fwd	BatchNorm	67.33	5.00	62.33	238080	3072.00	140160.00	6.80	1.66	47.62	true
366	densenet1_stage3_relu65_fwd	Activation	14.00	4.00	10.00	75264	224.00	22901.33	33.90	3.25	18.82	true
367	densenet1_stage3_conv65_fwd	Convolution	2458.67	55.00	2403.67	27033600	331776.00	786602.67	12.05	24.17	491.52	false
368	densenet1_stage3_concat32	Concat	73.67	11.71	61.95	0	676437.33	1444960.00	41.00	0.00	0.00	true
369	densenet1_stage3_batchnorm66_fwd	BatchNorm	87.00	8.33	78.67	2440320	31488.00	1609962.67	38.20	1.49	292.85	true
370	densenet1_stage3_relu66_fwd	Activation	82.00	5.00	77.00	771456	0.00	87989.33	63.30	8.77	154.29	true
371	densenet1_stage3_conv66_fwd	Convolution	8438.33	124.00	8314.33	169317120	1511424.00	152330.67	3.10	101.77	1365.46	false
372	densenet1_stage3_batchnorm67_fwd	BatchNorm	65.67	4.67	61.00	238080	3072.00	132725.33	6.80	1.75	51.01	true
373	densenet1_stage3_relu67_fwd	Activation	15.67	4.67	11.00	75264	224.00	17749.33	33.80	4.19	16.13	true
374	densenet1_stage3_conv67_fwd	Convolution	2458.67	54.33	2404.33	27033600	331776.00	786933.33	12.04	24.16	497.55	false
375	densenet1_stage3_concat33	Concat	84.33	11.14	73.19	0	8042.67	231552.00	41.60	0.00	0.00	true
376	densenet1_stage3_batchnorm68_fwd	BatchNorm	104.33	8.67	95.67	2499840	32384.00	1531936.00	35.00	1.60	288.43	true
377	densenet1_stage3_relu68_fwd	Activation	84.00	5.00	79.00	790272	42.67	118421.33	65.30	6.67	158.05	true
378	densenet1_stage3_conv68_fwd	Convolution	8828.00	126.67	8701.33	173445888	1548288.00	120736.00	3.10	103.92	1369.31	false
379	densenet1_stage3_batchnorm69_fwd	BatchNorm	68.67	4.67	64.00	238080	3072.00	157034.67	6.80	1.49	51.01	true
380	densenet1_stage3_relu69_fwd	Activation	16.67	4.00	12.67	75264	224.00	23029.33	33.80	3.24	18.82	true
381	densenet1_stage3_conv69_fwd	Convolution	2628.67	54.33	2574.33	27033600	331946.67	785045.33	12.07	24.20	497.54	false
382	densenet1_stage3_concat34	Concat	80.00	12.29	67.71	0	916138.67	1538133.33	41.70	0.00	0.00	true
383	densenet1_stage3_batchnorm70_fwd	BatchNorm	88.00	8.33	79.67	2559360	33024.00	1671200.00	39.50	1.50	307.14	true
384	densenet1_stage3_relu70_fwd	Activation	94.67	5.00	89.67	809088	0.00	99253.33	64.50	8.15	161.82	true
385	densenet1_stage3_conv70_fwd	Convolution	9050.33	130.00	8920.33	177574656	1585152.00	148661.33	3.10	102.42	1365.96	false
386	densenet1_stage3_batchnorm71_fwd	BatchNorm	61.67	5.00	56.67	238080	3072.00	136949.33	6.80	1.70	47.62	true
387	densenet1_stage3_relu71_fwd	Activation	15.00	4.00	11.00	75264	224.00	18389.33	34.10	4.04	18.82	true
388	densenet1_stage3_conv71_fwd	Convolution	2448.67	55.00	2393.67	27033600	331840.00	796458.67	12.05	23.96	491.52	false
389	densenet1_stage3_concat35	Concat	89.33	11.71	77.62	0	339093.33	371018.67	42.00	0.00	0.00	true
390	densenet1_batchnorm3_fwd	BatchNorm	115.33	8.33	107.00	2618880	34090.67	1624490.67	35.20	1.58	314.28	true
391	densenet1_relu3_fwd	Activation	88.00	5.00	83.00	827904	85.33	143402.67	66.90	5.77	165.58	true
392	densenet1_conv3_fwd	Convolution	47454.67	197.00	47257.67	999368832	9681461.33	2655008.00	8.30	81.01	5072.94	false
393	densenet1_pool3_fwd	Pooling	594.67	6.00	588.67	1086624	725.33	15488.00	17.70	67.02	181.10	false
394	densenet1_stage4_batchnorm0_fwd	BatchNorm	85.33	6.00	79.33	362208	17056.00	1493.33	21.00	19.53	60.37	false
395	densenet1_stage4_relu0_fwd	Activation	18.00	4.00	14.00	103488	224.00	42.67	37.80	388.08	25.87	false
396	densenet1_stage4_conv0_fwd	Convolution	1445.00	69.00	1376.00	25961664	811008.00	53845.33	3.10	30.02	376.26	false
397	densenet1_stage4_batchnorm1_fwd	BatchNorm	17.67	4.00	13.67	65856	3072.00	1237.33	6.80	15.28	16.46	true
398	densenet1_stage4_relu1_fwd	Activation	8.00	4.00	4.00	18816	224.00	0.00	29.90	84.00	4.70	false
399	densenet1_stage4_conv1_fwd	Convolution	761.33	46.67	714.67	119636160	354154.67	1936448.00	9.90	52.23	2563.61	false
400	densenet1_stage4_concat0	Concat	21.00	7.00	14.00	0	13269.33	11082.67	19.30	0.00	0.00	true
401	densenet1_stage4_batchnorm2_fwd	BatchNorm	25.00	6.00	19.00	378672	17664.00	414944.00	20.70	0.88	63.11	true
402	densenet1_stage4_relu2_fwd	Activation	17.00	4.00	13.00	108192	0.00	6186.67	36.20	17.49	27.05	false
403	densenet1_stage4_conv2_fwd	Convolution	1510.67	72.00	1438.67	27141312	848725.33	38752.00	3.10	30.58	376.96	false
404	densenet1_stage4_batchnorm3_fwd	BatchNorm	18.33	4.00	14.33	65856	3072.00	27466.67	6.80	2.16	16.46	true
405	densenet1_stage4_relu3_fwd	Activation	9.00	4.00	5.00	18816	128.00	810.67	28.20	20.05	4.70	false
406	densenet1_stage4_conv3_fwd	Convolution	751.00	42.67	708.33	119636160	331818.67	1979104.00	9.51	51.77	2804.02	false
407	densenet1_stage4_concat1	Concat	20.00	7.29	12.71	0	42.67	13610.67	19.70	0.00	0.00	true
408	densenet1_stage4_batchnorm4_fwd	BatchNorm	25.00	5.67	19.33	395136	18432.00	369728.00	19.50	1.02	69.73	true
409	densenet1_stage4_relu4_fwd	Activation	18.00	4.00	14.00	112896	0.00	5536.00	36.90	20.39	28.22	false
410	densenet1_stage4_conv4_fwd	Convolution	1571.67	75.00	1496.67	28320960	884992.00	28789.33	3.10	30.99	377.61	false
411	densenet1_stage4_batchnorm5_fwd	BatchNorm	17.33	4.00	13.33	65856	3072.00	37024.00	6.80	1.64	16.46	true
412	densenet1_stage4_relu5_fwd	Activation	10.33	4.33	6.00	18816	149.33	981.33	27.00	16.64	4.34	true
413	densenet1_stage4_conv5_fwd	Convolution	756.33	42.00	714.33	119636160	332885.33	1885984.00	9.52	53.92	2848.48	false
414	densenet1_stage4_concat2	Concat	21.00	7.14	13.86	0	448.00	10389.33	20.20	0.00	0.00	true
415	densenet1_stage4_batchnorm6_fwd	BatchNorm	26.00	6.00	20.00	411600	19200.00	405813.33	19.50	0.97	68.60	true
416	densenet1_stage4_relu6_fwd	Activation	18.00	4.00	14.00	117600	0.00	5418.67	37.40	21.70	29.40	false
417	densenet1_stage4_conv6_fwd	Convolution	1630.00	77.67	1552.33	29500608	921600.00	29024.00	3.10	31.03	379.83	false
418	densenet1_stage4_batchnorm7_fwd	BatchNorm	17.00	4.00	13.00	65856	3072.00	36682.67	6.80	1.66	16.46	true
419	densenet1_stage4_relu7_fwd	Activation	8.33	4.00	4.33	18816	224.00	992.00	29.30	15.47	4.70	true
420	densenet1_stage4_conv7_fwd	Convolution	754.67	42.67	712.00	119636160	333482.67	1911018.67	9.71	53.30	2803.95	false
421	densenet1_stage4_concat3	Concat	21.33	7.86	13.48	0	0.00	10197.33	20.60	0.00	0.00	true
422	densenet1_stage4_batchnorm8_fwd	BatchNorm	26.00	6.00	20.00	428064	19968.00	413216.00	20.10	0.99	71.34	true
423	densenet1_stage4_relu8_fwd	Activation	18.00	4.00	14.00	122304	0.00	6432.00	38.10	19.01	30.58	false
424	densenet1_stage4_conv8_fwd	Convolution	1705.00	80.67	1624.33	30680256	958549.33	28181.33	3.10	31.09	380.33	false
425	densenet1_stage4_batchnorm9_fwd	BatchNorm	51.67	4.00	47.67	65856	3072.00	36245.33	6.80	1.67	16.46	true
426	densenet1_stage4_relu9_fwd	Activation	14.33	4.00	10.33	18816	224.00	1418.67	28.30	11.45	4.70	true
427	densenet1_stage4_conv9_fwd	Convolution	757.67	42.00	715.67	119636160	335509.33	1956245.33	9.51	52.20	2848.48	false
428	densenet1_stage4_concat4	Concat	22.00	7.29	14.71	0	1322.67	13493.33	21.00	0.00	0.00	true
429	densenet1_stage4_batchnorm10_fwd	BatchNorm	27.00	6.00	21.00	444528	20736.00	447136.00	20.20	0.95	74.09	true
430	densenet1_stage4_relu10_fwd	Activation	19.33	4.00	15.33	127008	0.00	5717.33	38.60	22.21	31.75	false
431	densenet1_stage4_conv10_fwd	Convolution	1759.00	84.00	1675.00	31859904	995328.00	29056.00	3.10	31.10	379.28	false
432	densenet1_stage4_batchnorm11_fwd	BatchNorm	47.00	4.33	42.67	65856	3072.00	36810.67	6.80	1.65	15.20	true
433	densenet1_stage4_relu11_fwd	Activation	11.00	4.00	7.00	18816	149.33	981.33	28.40	16.64	4.70	true
434	densenet1_stage4_conv11_fwd	Convolution	753.33	42.33	711.00	119636160	336682.67	1992245.33	9.61	51.37	2826.07	false
435	densenet1_stage4_concat5	Concat	23.00	7.14	15.86	0	0.00	16384.00	21.30	0.00	0.00	true
436	densenet1_stage4_batchnorm12_fwd	BatchNorm	29.00	6.00	23.00	460992	21504.00	443413.33	20.40	0.99	76.83	true
437	densenet1_stage4_relu12_fwd	Activation	19.33	4.00	15.33	131712	0.00	6250.67	39.30	21.07	32.93	false
438	densenet1_stage4_conv12_fwd	Convolution	1820.00	87.00	1733.00	33039552	1032192.00	28096.00	3.10	31.16	379.76	false
439	densenet1_stage4_batchnorm13_fwd	BatchNorm	51.00	4.00	47.00	65856	3072.00	36682.67	6.80	1.66	16.46	true
440	densenet1_stage4_relu13_fwd	Activation	13.33	4.00	9.33	18816	224.00	1024.00	29.10	15.08	4.70	true
441	densenet1_stage4_conv13_fwd	Convolution	755.00	42.00	713.00	119636160	333461.33	2011552.00	9.51	51.02	2848.48	false
442	densenet1_stage4_concat6	Concat	23.00	7.57	15.43	0	1920.00	11232.00	21.60	0.00	0.00	true
443	densenet1_stage4_batchnorm14_fwd	BatchNorm	28.33	6.00	22.33	477456	22357.33	473322.67	20.70	0.96	79.58	true
444	densenet1_stage4_relu14_fwd	Activation	19.67	4.00	15.67	136416	0.00	5376.00	39.90	25.38	34.10	false
445	densenet1_stage4_conv14_fwd	Convolution	1894.67	90.33	1804.33	34219200	1069056.00	29269.33	3.10	31.16	378.81	false
446	densenet1_stage4_batchnorm15_fwd	BatchNorm	51.67	4.00	47.67	65856	3072.00	36618.67	6.80	1.66	16.46	true
447	densenet1_stage4_relu15_fwd	Activation	13.00	4.00	9.00	18816	149.33	1120.00	29.30	14.82	4.70	true
448	densenet1_stage4_conv15_fwd	Convolution	754.67	42.67	712.00	119636160	331776.00	2036938.67	9.71	50.51	2803.95	false
449	densenet1_stage4_concat7	Concat	24.00	7.57	16.43	0	2858.67	27349.33	21.60	0.00	0.00	true
450	densenet1_stage4_batchnorm16_fwd	BatchNorm	29.33	7.00	22.33	493920	23040.00	458997.33	20.60	1.02	70.56	true
451	densenet1_stage4_relu16_fwd	Activation	20.33	4.00	16.33	141120	3413.33	6624.00	40.60	14.06	35.28	true
452	densenet1_stage4_conv16_fwd	Convolution	1955.00	93.00	1862.00	35398848	1105920.00	28096.00	3.10	31.22	380.63	false
453	densenet1_stage4_batchnorm17_fwd	BatchNorm	49.67	4.00	45.67	65856	3072.00	33813.33	6.80	1.79	16.46	true
454	densenet1_stage4_relu17_fwd	Activation	13.33	4.00	9.33	18816	224.00	3808.00	29.10	4.67	4.70	true
455	densenet1_stage4_conv17_fwd	Convolution	753.00	42.00	711.00	119636160	332437.33	2066325.33	9.52	49.87	2848.48	false
456	densenet1_stage4_concat8	Concat	23.33	7.86	15.48	0	2048.00	12970.67	21.90	0.00	0.00	true
457	densenet1_stage4_batchnorm18_fwd	BatchNorm	30.00	6.67	23.33	510384	23808.00	511808.00	21.10	0.95	76.55	true
458	densenet1_stage4_relu18_fwd	Activation	21.00	4.00	17.00	145824	0.00	5546.67	41.20	26.29	36.46	false
459	densenet1_stage4_conv18_fwd	Convolution	2024.67	96.33	1928.33	36578496	1142784.00	29098.67	3.10	31.21	379.71	false
460	densenet1_stage4_batchnorm19_fwd	BatchNorm	49.67	4.00	45.67	65856	3072.00	36768.00	6.80	1.65	16.46	true
461	densenet1_stage4_relu19_fwd	Activation	16.67	4.00	12.67	18816	149.33	1194.67	29.40	14.00	4.70	true
462	densenet1_stage4_conv19_fwd	Convolution	754.33	42.33	712.00	119636160	331861.33	2096277.33	9.61	49.27	2826.07	false
463	densenet1_stage4_concat9	Concat	26.00	7.43	18.57	0	128.00	27690.67	22.30	0.00	0.00	true
464	densenet1_stage4_batchnorm20_fwd	BatchNorm	29.67	6.67	23.00	526848	24576.00	554304.00	21.30	0.91	79.02	true
465	densenet1_stage4_relu20_fwd	Activation	21.00	4.00	17.00	150528	0.00	6826.67	41.90	22.05	37.63	false
466	densenet1_stage4_conv20_fwd	Convolution	2098.00	98.67	1999.33	37758144	1179648.00	29354.67	3.10	31.23	382.68	false
467	densenet1_stage4_batchnorm21_fwd	BatchNorm	53.33	4.33	49.00	65856	3072.00	36458.67	6.90	1.67	15.20	true
468	densenet1_stage4_relu21_fwd	Activation	8.00	4.00	4.00	18816	224.00	1237.33	29.00	12.88	4.70	true
469	densenet1_stage4_conv21_fwd	Convolution	756.33	42.00	714.33	119636160	331840.00	2115722.67	9.51	48.88	2848.48	false
470	densenet1_stage4_concat10	Concat	24.33	8.00	16.33	0	4437.33	17728.00	22.50	0.00	0.00	true
471	densenet1_stage4_batchnorm22_fwd	BatchNorm	35.00	7.00	28.00	543312	25344.00	525322.67	21.20	0.99	77.62	true
472	densenet1_stage4_relu22_fwd	Activation	22.00	4.33	17.67	155232	0.00	31648.00	42.40	4.90	35.83	true
473	densenet1_stage4_conv22_fwd	Convolution	2154.00	101.00	2053.00	38937792	1216512.00	26720.00	3.10	31.32	385.52	false
474	densenet1_stage4_batchnorm23_fwd	BatchNorm	51.33	4.00	47.33	65856	3072.00	35722.67	6.90	1.70	16.46	true
475	densenet1_stage4_relu23_fwd	Activation	15.67	4.00	11.67	18816	149.33	4992.00	29.50	3.66	4.70	true
476	densenet1_stage4_conv23_fwd	Convolution	755.33	42.00	713.33	119636160	336128.00	2170005.33	9.51	47.74	2848.48	false
477	densenet1_stage4_concat11	Concat	22.00	8.00	14.00	0	10410.67	28064.00	21.00	0.00	0.00	true
478	densenet1_stage4_batchnorm24_fwd	BatchNorm	31.33	6.33	25.00	559776	26112.00	595498.67	20.70	0.90	88.39	true
479	densenet1_stage4_relu24_fwd	Activation	22.00	4.00	18.00	159936	0.00	6965.33	43.00	22.96	39.98	false
480	densenet1_stage4_conv24_fwd	Convolution	2303.67	104.67	2199.00	40117440	1253376.00	29120.00	3.10	31.28	383.29	false
481	densenet1_stage4_batchnorm25_fwd	BatchNorm	61.33	4.00	57.33	65856	3072.00	36298.67	6.90	1.67	16.46	true
482	densenet1_stage4_relu25_fwd	Activation	13.00	4.33	8.67	18816	224.00	1290.67	29.20	12.42	4.34	true
483	densenet1_stage4_conv25_fwd	Convolution	788.67	42.00	746.67	119636160	331840.00	2208245.33	9.51	47.10	2848.48	false
484	densenet1_stage4_concat12	Concat	26.33	7.00	19.33	0	4437.33	14666.67	22.90	0.00	0.00	true
485	densenet1_stage4_batchnorm26_fwd	BatchNorm	40.00	7.00	33.00	576240	26880.00	556821.33	20.60	0.99	82.32	true
486	densenet1_stage4_relu26_fwd	Activation	23.67	4.00	19.67	164640	0.00	31669.33	43.60	5.20	41.16	true
487	densenet1_stage4_conv26_fwd	Convolution	2341.67	107.33	2234.33	41297088	1290325.33	27744.00	3.10	31.33	384.76	false
488	densenet1_stage4_batchnorm27_fwd	BatchNorm	52.67	4.00	48.67	65856	3072.00	34933.33	6.80	1.73	16.46	true
489	densenet1_stage4_relu27_fwd	Activation	14.33	4.00	10.33	18816	224.00	5333.33	29.40	3.39	4.70	true
490	densenet1_stage4_conv27_fwd	Convolution	782.67	43.33	739.33	119636160	332458.67	2252021.33	9.67	46.29	2760.86	false
491	densenet1_stage4_concat13	Concat	24.33	7.29	17.05	0	35754.67	42538.67	21.30	0.00	0.00	true
492	densenet1_stage4_batchnorm28_fwd	BatchNorm	38.00	7.00	31.00	592704	27648.00	621877.33	21.30	0.91	84.67	true
493	densenet1_stage4_relu28_fwd	Activation	24.00	4.00	20.00	169344	0.00	7520.00	44.20	22.52	42.34	false
494	densenet1_stage4_conv28_fwd	Convolution	2461.00	110.00	2351.00	42476736	1327104.00	28224.00	3.10	31.34	386.15	false
495	densenet1_stage4_batchnorm29_fwd	BatchNorm	58.33	4.00	54.33	65856	3072.00	37066.67	6.90	1.64	16.46	true
496	densenet1_stage4_relu29_fwd	Activation	13.00	4.00	9.00	18816	224.00	1717.33	29.00	9.69	4.70	true
497	densenet1_stage4_conv29_fwd	Convolution	783.67	42.67	741.00	119636160	332181.33	2285397.33	9.71	45.70	2803.95	false
498	densenet1_stage4_concat14	Concat	27.33	7.43	19.90	0	34474.67	17066.67	23.40	0.00	0.00	true
499	densenet1_stage4_batchnorm30_fwd	BatchNorm	44.67	7.00	37.67	609168	28416.00	586645.33	20.70	0.99	87.02	true
500	densenet1_stage4_relu30_fwd	Activation	24.00	4.00	20.00	174048	0.00	32501.33	44.80	5.36	43.51	true
501	densenet1_stage4_conv30_fwd	Convolution	2443.33	113.00	2330.33	43656384	1363968.00	27061.33	3.10	31.38	386.34	false
502	densenet1_stage4_batchnorm31_fwd	BatchNorm	53.67	4.00	49.67	65856	3072.00	36458.67	6.70	1.67	16.46	true
503	densenet1_stage4_relu31_fwd	Activation	15.67	4.33	11.33	18816	224.00	3712.00	29.40	4.78	4.34	true
504	densenet1_stage4_conv31_fwd	Convolution	757.00	42.33	714.67	119636160	333184.00	2326741.33	9.53	44.98	2826.07	false
505	densenet1_stage4_concat15	Concat	24.00	7.86	16.14	0	42325.33	29578.67	21.60	0.00	0.00	true
506	densenet1_stage4_batchnorm32_fwd	BatchNorm	34.00	7.00	27.00	625632	29184.00	671904.00	20.20	0.89	89.38	true
507	densenet1_stage4_relu32_fwd	Activation	24.00	4.00	20.00	178752	0.00	7573.33	45.40	23.60	44.69	false
508	densenet1_stage4_conv32_fwd	Convolution	2473.00	117.00	2356.00	44836032	1400917.33	27072.00	3.10	31.40	383.21	false
509	densenet1_stage4_batchnorm33_fwd	BatchNorm	57.67	4.00	53.67	65856	3072.00	37845.33	6.80	1.61	16.46	true
510	densenet1_stage4_relu33_fwd	Activation	14.00	4.67	9.33	18816	224.00	2901.33	29.40	6.02	4.03	true
511	densenet1_stage4_conv33_fwd	Convolution	753.00	42.67	710.33	119636160	332949.33	2343285.33	9.51	44.70	2804.02	false
512	densenet1_stage4_concat16	Concat	26.33	7.57	18.76	0	51328.00	31701.33	24.20	0.00	0.00	true
513	densenet1_stage4_batchnorm34_fwd	BatchNorm	36.00	7.00	29.00	642096	29952.00	609194.67	21.10	1.00	91.73	true
514	densenet1_stage4_relu34_fwd	Activation	24.00	4.00	20.00	183456	0.00	32405.33	45.80	5.66	45.86	true
515	densenet1_stage4_conv34_fwd	Convolution	2527.67	118.67	2409.00	46015680	1437696.00	51541.33	3.10	30.90	387.77	false
516	densenet1_stage4_batchnorm35_fwd	BatchNorm	54.33	4.00	50.33	65856	3072.00	35818.67	6.80	1.69	16.46	true
517	densenet1_stage4_relu35_fwd	Activation	14.67	4.00	10.67	18816	224.00	4224.00	29.10	4.23	4.70	true
518	densenet1_stage4_conv35_fwd	Convolution	752.33	43.00	709.33	119636160	333952.00	2360725.33	9.68	44.40	2782.24	false
519	densenet1_stage4_concat17	Concat	25.00	8.57	16.43	0	97109.33	36490.67	22.70	0.00	0.00	true
520	densenet1_stage4_batchnorm36_fwd	BatchNorm	36.00	7.00	29.00	658560	30720.00	698517.33	20.10	0.90	94.08	true
521	densenet1_stage4_relu36_fwd	Activation	25.00	4.33	20.67	188160	0.00	8362.67	46.40	22.50	43.42	false
522	densenet1_stage4_conv36_fwd	Convolution	2632.00	121.00	2511.00	47195328	1474816.00	26858.67	3.10	31.43	390.04	false
523	densenet1_stage4_batchnorm37_fwd	BatchNorm	54.67	4.00	50.67	65856	3072.00	35018.67	6.90	1.73	16.46	true
524	densenet1_stage4_relu37_fwd	Activation	13.00	4.00	9.00	18816	224.00	5034.67	29.40	3.58	4.70	true
525	densenet1_stage4_conv37_fwd	Convolution	753.00	42.00	711.00	119636160	332010.67	2399946.67	9.51	43.79	2848.48	false
526	densenet1_stage4_concat18	Concat	28.33	7.86	20.48	0	51882.67	36480.00	24.40	0.00	0.00	true
527	densenet1_stage4_batchnorm38_fwd	BatchNorm	39.00	7.00	32.00	675024	31488.00	625781.33	20.70	1.03	96.43	true
528	densenet1_stage4_relu38_fwd	Activation	25.33	4.00	21.33	192864	0.00	36373.33	47.00	5.30	48.22	true
529	densenet1_stage4_conv38_fwd	Convolution	2653.67	124.33	2529.33	48374976	1511424.00	48682.67	3.10	31.01	389.08	false
530	densenet1_stage4_batchnorm39_fwd	BatchNorm	58.00	4.67	53.33	65856	3072.00	36042.67	6.70	1.68	14.11	true
531	densenet1_stage4_relu39_fwd	Activation	13.00	4.00	9.00	18816	224.00	3968.00	29.30	4.49	4.70	true
532	densenet1_stage4_conv39_fwd	Convolution	757.67	42.33	715.33	119636160	331776.00	2415829.33	9.61	43.54	2826.07	false
533	densenet1_stage4_concat19	Concat	25.33	8.29	17.05	0	96640.00	44544.00	23.40	0.00	0.00	true
534	densenet1_stage4_batchnorm40_fwd	BatchNorm	35.00	7.33	27.67	691488	32256.00	732224.00	21.50	0.90	94.30	true
535	densenet1_stage4_relu40_fwd	Activation	26.00	4.33	21.67	197568	0.00	9056.00	47.60	21.82	45.60	false
536	densenet1_stage4_conv40_fwd	Convolution	2726.67	127.67	2599.00	49554624	1548288.00	26773.33	3.10	31.46	388.16	false
537	densenet1_stage4_batchnorm41_fwd	BatchNorm	52.67	4.00	48.67	65856	3072.00	35701.33	6.80	1.70	16.46	true
538	densenet1_stage4_relu41_fwd	Activation	16.33	4.00	12.33	18816	224.00	5258.67	29.10	3.43	4.70	true
539	densenet1_stage4_conv41_fwd	Convolution	757.33	42.00	715.33	119636160	331861.33	2462282.67	9.51	42.82	2848.48	false
540	densenet1_stage4_concat20	Concat	29.33	7.57	21.76	0	76672.00	25504.00	25.40	0.00	0.00	true
541	densenet1_stage4_batchnorm42_fwd	BatchNorm	39.33	7.00	32.33	707952	33024.00	664256.00	20.80	1.02	101.14	true
542	densenet1_stage4_relu42_fwd	Activation	27.00	4.33	22.67	202272	0.00	36405.33	48.10	5.56	46.68	true
543	densenet1_stage4_conv42_fwd	Convolution	2773.67	131.00	2642.67	50734272	1586005.33	57525.33	3.10	30.87	387.28	false
544	densenet1_stage4_batchnorm43_fwd	BatchNorm	53.33	4.00	49.33	65856	3072.00	37216.00	6.80	1.63	16.46	true
545	densenet1_stage4_relu43_fwd	Activation	16.00	4.00	12.00	18816	224.00	4874.67	29.30	3.69	4.70	true
546	densenet1_stage4_conv43_fwd	Convolution	761.33	42.33	719.00	119636160	332800.00	2490901.33	9.61	42.37	2826.07	false
547	densenet1_stage4_concat21	Concat	26.33	8.00	18.33	0	107072.00	61482.67	24.20	0.00	0.00	true
548	densenet1_stage4_batchnorm44_fwd	BatchNorm	37.00	7.67	29.33	724416	33792.00	754442.67	20.70	0.92	94.48	true
549	densenet1_stage4_relu44_fwd	Activation	26.33	4.00	22.33	206976	0.00	8672.00	48.60	23.87	51.74	false
550	densenet1_stage4_conv44_fwd	Convolution	2859.33	135.00	2724.33	51913920	1622016.00	26944.00	3.10	31.48	384.55	false
551	densenet1_stage4_batchnorm45_fwd	BatchNorm	57.67	4.00	53.67	65856	3072.00	35424.00	6.80	1.71	16.46	true
552	densenet1_stage4_relu45_fwd	Activation	12.00	4.00	8.00	18816	224.00	5098.67	29.20	3.54	4.70	true
553	densenet1_stage4_conv45_fwd	Convolution	754.67	42.67	712.00	119636160	332245.33	2524714.67	9.71	41.88	2803.95	false
554	densenet1_stage4_concat22	Concat	30.67	8.00	22.67	0	144213.33	70101.33	25.70	0.00	0.00	true
555	densenet1_stage4_batchnorm46_fwd	BatchNorm	41.67	7.33	34.33	740880	34560.00	654282.67	21.10	1.08	101.03	true
556	densenet1_stage4_relu46_fwd	Activation	28.67	4.67	24.00	211680	0.00	35978.67	49.50	5.88	45.36	true
557	densenet1_stage4_conv46_fwd	Convolution	2956.00	137.33	2818.67	53093568	1658880.00	98442.67	3.10	30.21	386.60	false
558	densenet1_stage4_batchnorm47_fwd	BatchNorm	55.00	4.00	51.00	65856	3072.00	36437.33	6.70	1.67	16.46	true
559	densenet1_stage4_relu47_fwd	Activation	14.33	4.00	10.33	18816	224.00	4298.67	29.10	4.16	4.70	true
560	densenet1_stage4_conv47_fwd	Convolution	750.33	42.33	708.00	119636160	333653.33	2525578.67	9.61	41.84	2826.07	false
561	densenet1_stage4_concat23	Concat	27.33	8.43	18.90	0	179562.67	89728.00	25.00	0.00	0.00	true
562	densenet1_batchnorm4_fwd	BatchNorm	37.33	7.67	29.67	757344	35328.00	765664.00	21.50	0.95	98.78	true
563	densenet1_relu4_fwd	Activation	28.00	4.33	23.67	216384	0.00	7466.67	49.60	28.98	49.94	false
564	densenet1_pool4_fwd	Pooling	159.00	8.00	151.00	154953	2816.00	10112.00	11.40	11.99	19.37	true
565	densenet1_flatten0_flatten0	Flatten	4.00	0.00	4.00	0	0.00	0.00	0.00	0.00	0.00	true
566	densenet1_dense0_fwd	FullyConnected	2464.33	25.33	2439.00	4788000	8841920.00	2668437.33	10.13	0.42	189.00	true

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