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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	8265.67	272.00	7993.67	155189248	102769376.00	102933546.67	92.70	0.75	570.55	true
2	densenet0_relu0_fwd	Activation	8444.67	271.33	8173.33	51380224	102761482.67	102576704.00	97.50	0.25	189.36	true
3	densenet0_pool0_fwd	Pooling	81128.00	216.33	80911.67	6422528	102768384.00	32166229.33	72.00	0.05	29.69	true
4	densenet0_stage1_batchnorm0_fwd	BatchNorm	4206.33	68.00	4138.33	39583744	25692810.67	24100234.67	85.70	0.79	582.11	true
5	densenet0_stage1_relu0_fwd	Activation	2132.67	69.00	2063.67	12845056	25690464.00	25618965.33	94.40	0.25	186.16	true
6	densenet0_stage1_conv0_fwd	Convolution	111351.67	170.00	111181.67	1669857280	51472245.33	51342954.67	23.32	16.24	9822.69	true
7	densenet0_stage1_batchnorm1_fwd	BatchNorm	4771.00	135.00	4636.00	79167488	51390197.33	51516618.67	86.90	0.77	586.43	true
8	densenet0_stage1_relu1_fwd	Activation	4246.00	136.33	4109.67	25690112	51380746.67	51306592.00	95.80	0.25	188.44	true
9	densenet0_stage1_conv1_fwd	Convolution	604882.67	383.67	604499.00	3943669760	144778528.00	15572224.00	24.05	24.59	10278.91	false
10	densenet0_stage1_concat0	Concat	3700.67	108.00	3592.67	0	38537152.00	36169632.00	85.40	0.00	0.00	true
11	densenet0_stage1_batchnorm2_fwd	BatchNorm	4962.67	102.00	4860.67	59375616	38540597.33	38506826.67	86.70	0.77	582.11	true
12	densenet0_stage1_relu2_fwd	Activation	3191.67	104.00	3087.67	19267584	38535520.00	38459797.33	95.50	0.25	185.27	true
13	densenet0_stage1_conv2_fwd	Convolution	139199.33	224.67	138974.67	2491940864	77177632.00	51382880.00	23.44	19.38	11091.76	false
14	densenet0_stage1_batchnorm3_fwd	BatchNorm	5462.33	135.00	5327.33	79167488	51390880.00	51472981.33	86.90	0.77	586.43	true
15	densenet0_stage1_relu3_fwd	Activation	5028.33	137.67	4890.67	25690112	51380576.00	51305024.00	95.70	0.25	186.61	true
16	densenet0_stage1_conv3_fwd	Convolution	603816.00	383.67	603432.33	3943669760	144964256.00	15551008.00	24.06	24.57	10278.89	false
17	densenet0_stage1_concat1	Concat	5722.67	141.57	5581.10	0	51381354.67	49002624.00	85.90	0.00	0.00	true
18	densenet0_stage1_batchnorm4_fwd	BatchNorm	5970.00	135.67	5834.33	79167488	51389386.67	51373813.33	86.90	0.77	583.54	true
19	densenet0_stage1_relu4_fwd	Activation	5010.67	136.67	4874.00	25690112	51381002.67	51303402.67	95.70	0.25	187.98	true
20	densenet0_stage1_conv4_fwd	Convolution	213962.67	285.33	213677.33	3314024448	102905440.00	51381450.67	23.61	21.48	11614.59	false
21	densenet0_stage1_batchnorm5_fwd	BatchNorm	5487.67	135.00	5352.67	79167488	51389642.67	51464448.00	87.00	0.77	586.43	true
22	densenet0_stage1_relu5_fwd	Activation	4666.00	136.33	4529.67	25690112	51380576.00	51311893.33	95.80	0.25	188.44	true
23	densenet0_stage1_conv5_fwd	Convolution	602688.33	382.67	602305.67	3943669760	144552949.33	15534912.00	24.08	24.63	10305.75	false
24	densenet0_stage1_concat2	Concat	5940.33	174.29	5766.05	0	64225728.00	61775274.67	86.00	0.00	0.00	true
25	densenet0_stage1_batchnorm6_fwd	BatchNorm	6557.00	166.33	6390.67	98959360	64244064.00	64291274.67	87.20	0.77	594.95	true
26	densenet0_stage1_relu6_fwd	Activation	4404.67	170.33	4234.33	32112640	64225632.00	64163605.33	96.20	0.25	188.53	true
27	densenet0_stage1_conv6_fwd	Convolution	247651.33	347.67	247303.67	4136108032	128695392.00	51435626.67	23.61	22.96	11896.75	false
28	densenet0_stage1_batchnorm7_fwd	BatchNorm	4072.00	135.00	3937.00	79167488	51390858.67	51413877.33	86.90	0.77	586.43	true
29	densenet0_stage1_relu7_fwd	Activation	3578.00	136.33	3441.67	25690112	51380576.00	51305920.00	95.70	0.25	188.44	true
30	densenet0_stage1_conv7_fwd	Convolution	604255.33	383.33	603872.00	3943669760	143663008.00	15559114.67	23.97	24.77	10287.84	false
31	densenet0_stage1_concat3	Concat	6196.67	208.00	5988.67	0	77070784.00	74727882.67	86.00	0.00	0.00	true
32	densenet0_stage1_batchnorm8_fwd	BatchNorm	7639.00	199.00	7440.00	118751232	77105141.33	77020448.00	87.20	0.77	596.74	true
33	densenet0_stage1_relu8_fwd	Activation	5194.00	204.33	4989.67	38535168	77070688.00	76995381.33	96.70	0.25	188.59	true
34	densenet0_stage1_conv8_fwd	Convolution	276213.67	412.00	275801.67	4958191616	150380661.33	50321045.33	23.66	24.70	12034.45	false
35	densenet0_stage1_batchnorm9_fwd	BatchNorm	4131.33	135.00	3996.33	79167488	51390837.33	51455402.67	87.00	0.77	586.43	true
36	densenet0_stage1_relu9_fwd	Activation	3496.00	136.67	3359.33	25690112	51380661.33	51298570.67	95.70	0.25	187.98	true
37	densenet0_stage1_conv9_fwd	Convolution	604078.00	382.33	603695.67	3943669760	145540021.33	15562037.33	24.09	24.48	10314.75	false
38	densenet0_stage1_concat4	Concat	7287.00	272.00	7015.00	0	89928896.00	87482528.00	82.64	0.00	0.00	true
39	densenet0_stage1_batchnorm10_fwd	BatchNorm	8679.67	231.33	8448.33	138543104	89974474.67	89962837.33	87.30	0.77	598.89	true
40	densenet0_stage1_relu10_fwd	Activation	5578.00	236.33	5341.67	44957696	89916000.00	89842453.33	97.00	0.25	190.23	true
41	densenet0_stage1_conv10_fwd	Convolution	354593.33	491.67	354101.67	5780275200	110722805.33	31620672.00	23.67	40.61	11756.48	false
42	densenet0_stage1_batchnorm11_fwd	BatchNorm	3301.33	135.00	3166.33	79167488	51390730.67	51376778.67	86.80	0.77	586.43	true
43	densenet0_stage1_relu11_fwd	Activation	2830.67	136.33	2694.33	25690112	51380576.00	51300245.33	95.70	0.25	188.44	true
44	densenet0_stage1_conv11_fwd	Convolution	602882.33	384.33	602498.00	3943669760	144617674.67	15570592.00	24.06	24.62	10261.08	false
45	densenet0_stage1_concat5	Concat	6693.00	307.67	6385.33	0	102760896.00	100338453.33	82.44	0.00	0.00	true
46	densenet0_batchnorm1_fwd	BatchNorm	8710.67	264.00	8446.67	158334976	102846218.67	102777184.00	87.40	0.77	599.75	true
47	densenet0_relu1_fwd	Activation	5402.33	273.00	5129.33	51380224	102760800.00	102700650.67	97.50	0.25	188.21	true
48	densenet0_conv1_fwd	Convolution	387723.67	544.67	387179.00	6602358784	69707744.00	17682293.33	23.89	75.55	12121.85	false
49	densenet0_pool1_fwd	Pooling	34163.00	96.00	34067.00	67436544	51384917.33	14529781.33	51.80	1.02	702.46	true
50	densenet0_stage2_batchnorm0_fwd	BatchNorm	866.67	35.00	831.67	20316160	12847328.00	11389344.00	80.40	0.84	580.46	true
51	densenet0_stage2_relu0_fwd	Activation	718.33	35.33	683.00	6422528	12845664.00	12617408.00	94.10	0.25	181.77	true
52	densenet0_stage2_conv0_fwd	Convolution	53357.33	84.00	53273.33	828506112	21558560.00	13087626.67	19.92	23.91	9863.17	false
53	densenet0_stage2_batchnorm1_fwd	BatchNorm	676.33	36.00	640.33	20316160	12668576.00	12842666.67	81.10	0.80	564.34	true
54	densenet0_stage2_relu1_fwd	Activation	708.33	36.00	672.33	6422528	12847114.67	12614101.33	93.90	0.25	178.40	true
55	densenet0_stage2_conv1_fwd	Convolution	153165.00	183.33	152981.67	1050368000	47057920.00	40445120.00	30.15	12.00	5729.26	true
56	densenet0_stage2_concat0	Concat	941.33	51.00	890.33	0	16057536.00	16356554.67	82.40	0.00	0.00	true
57	densenet0_stage2_batchnorm2_fwd	BatchNorm	961.67	45.67	916.00	25395200	15905802.67	15981546.67	81.80	0.80	556.10	true
58	densenet0_stage2_relu2_fwd	Activation	889.33	45.00	844.33	8028160	16056842.67	15815616.00	94.30	0.25	178.40	true
59	densenet0_stage2_conv2_fwd	Convolution	61431.67	102.00	61329.67	1034027008	28529610.67	13109994.67	19.93	24.83	10137.52	false
60	densenet0_stage2_batchnorm3_fwd	BatchNorm	704.00	37.00	667.00	20316160	12782282.67	12818282.67	81.20	0.79	549.09	true
61	densenet0_stage2_relu3_fwd	Activation	701.33	35.67	665.67	6422528	12845408.00	12614229.33	94.20	0.25	180.07	true
62	densenet0_stage2_conv3_fwd	Convolution	153562.33	174.67	153387.67	1050368000	47920032.00	40682186.67	30.24	11.85	6013.55	true
63	densenet0_stage2_concat1	Concat	1253.67	59.43	1194.24	0	19267904.00	19350069.33	82.40	0.00	0.00	true
64	densenet0_stage2_batchnorm4_fwd	BatchNorm	1098.33	54.00	1044.33	30474240	19171104.00	19216128.00	82.20	0.79	564.34	true
65	densenet0_stage2_relu4_fwd	Activation	1093.33	53.00	1040.33	9633792	19267936.00	19036224.00	94.30	0.25	181.77	true
66	densenet0_stage2_conv4_fwd	Convolution	68348.33	117.33	68231.00	1239547904	35277941.33	13179946.67	20.22	25.58	10564.36	false
67	densenet0_stage2_batchnorm5_fwd	BatchNorm	744.67	37.00	707.67	20316160	12816480.00	12745109.33	81.20	0.79	549.09	true
68	densenet0_stage2_relu5_fwd	Activation	709.33	35.33	674.00	6422528	12845408.00	12612288.00	93.90	0.25	181.77	true
69	densenet0_stage2_conv5_fwd	Convolution	152934.00	175.33	152758.67	1050368000	47864917.33	40626538.67	30.35	11.87	5990.70	true
70	densenet0_stage2_concat2	Concat	1421.67	68.00	1353.67	0	22484160.00	22588661.33	81.90	0.00	0.00	true
71	densenet0_stage2_batchnorm6_fwd	BatchNorm	1417.33	61.33	1356.00	35553280	22398922.67	22438474.67	82.50	0.79	579.68	true
72	densenet0_stage2_relu6_fwd	Activation	1212.67	61.00	1151.67	11239424	22479200.00	22239317.33	94.50	0.25	184.25	true
73	densenet0_stage2_conv6_fwd	Convolution	88078.33	137.00	87941.33	1445068800	41674250.67	13314080.00	20.30	26.28	10547.95	false
74	densenet0_stage2_batchnorm7_fwd	BatchNorm	785.00	36.00	749.00	20316160	12817418.67	12601109.33	81.10	0.80	564.34	true
75	densenet0_stage2_relu7_fwd	Activation	737.67	35.67	702.00	6422528	12845408.00	12614912.00	94.00	0.25	180.07	true
76	densenet0_stage2_conv7_fwd	Convolution	153436.00	173.67	153262.33	1050368000	47837994.67	40635285.33	30.20	11.87	6048.17	true
77	densenet0_stage2_concat3	Concat	1745.00	76.71	1668.29	0	25690432.00	25835850.67	81.90	0.00	0.00	true
78	densenet0_stage2_batchnorm8_fwd	BatchNorm	1862.33	69.00	1793.33	40632320	25606112.00	25592640.00	82.90	0.79	588.87	true
79	densenet0_stage2_relu8_fwd	Activation	1836.67	70.00	1766.67	12845056	25690464.00	25458122.67	94.50	0.25	183.50	true
80	densenet0_stage2_conv8_fwd	Convolution	96223.33	158.00	96065.33	1650589696	47011125.33	13517877.33	20.45	27.27	10446.77	false
81	densenet0_stage2_batchnorm9_fwd	BatchNorm	933.67	36.00	897.67	20316160	12812896.00	12413280.00	81.00	0.81	564.34	true
82	densenet0_stage2_relu9_fwd	Activation	952.33	35.33	917.00	6422528	12845408.00	12609642.67	93.90	0.25	181.77	true
83	densenet0_stage2_conv9_fwd	Convolution	153487.67	175.33	153312.33	1050368000	47898528.00	40621088.00	30.28	11.87	5990.70	true
84	densenet0_stage2_concat4	Concat	2706.67	85.00	2621.67	0	28901738.67	29004554.67	82.20	0.00	0.00	true
85	densenet0_stage2_batchnorm10_fwd	BatchNorm	2653.00	77.00	2576.00	45711360	28851680.00	28836352.00	83.00	0.79	593.65	true
86	densenet0_stage2_relu10_fwd	Activation	2435.00	77.33	2357.67	14450688	28901728.00	28672384.00	94.50	0.25	186.86	true
87	densenet0_stage2_conv10_fwd	Convolution	103450.67	174.67	103276.00	1856110592	53175690.67	13552128.00	20.78	27.82	10626.57	false
88	densenet0_stage2_batchnorm11_fwd	BatchNorm	1086.67	36.00	1050.67	20316160	12772576.00	12370869.33	80.80	0.81	564.34	true
89	densenet0_stage2_relu11_fwd	Activation	1113.33	36.00	1077.33	6422528	12845408.00	12610229.33	94.10	0.25	178.40	true
90	densenet0_stage2_conv11_fwd	Convolution	153919.67	175.33	153744.33	1050368000	47987914.67	40649642.67	30.15	11.85	5990.70	true
91	densenet0_stage2_concat5	Concat	3087.00	93.43	2993.57	0	32112960.00	32190538.67	82.70	0.00	0.00	true
92	densenet0_stage2_batchnorm12_fwd	BatchNorm	2971.33	86.33	2885.00	50790400	32017930.67	32082720.00	83.20	0.79	588.31	true
93	densenet0_stage2_relu12_fwd	Activation	2706.67	86.33	2620.33	16056320	32112992.00	31871936.00	94.70	0.25	185.98	true
94	densenet0_stage2_conv12_fwd	Convolution	123164.33	192.33	122972.00	2061631488	59828618.67	13446837.33	20.81	28.14	10719.02	false
95	densenet0_stage2_batchnorm13_fwd	BatchNorm	1169.33	36.00	1133.33	20316160	12808245.33	12476725.33	81.00	0.80	564.34	true
96	densenet0_stage2_relu13_fwd	Activation	1140.00	36.00	1104.00	6422528	12845408.00	12610176.00	93.90	0.25	178.40	true
97	densenet0_stage2_conv13_fwd	Convolution	153370.67	177.00	153193.67	1050368000	47935168.00	40668138.67	30.45	11.85	5934.28	true
98	densenet0_stage2_concat6	Concat	3356.33	102.86	3253.48	0	35324288.00	35446997.33	82.50	0.00	0.00	true
99	densenet0_stage2_batchnorm14_fwd	BatchNorm	3448.00	94.00	3354.00	55869440	35304202.67	35285248.00	83.30	0.79	594.36	true
100	densenet0_stage2_relu14_fwd	Activation	2952.67	94.67	2858.00	17661952	35325024.00	35091776.00	95.30	0.25	186.57	true
101	densenet0_stage2_conv14_fwd	Convolution	132305.33	215.67	132089.67	2267152384	66245834.67	13491520.00	20.87	28.43	10512.33	false
102	densenet0_stage2_batchnorm15_fwd	BatchNorm	1241.00	36.33	1204.67	20316160	12805365.33	12423946.67	81.00	0.81	559.17	true
103	densenet0_stage2_relu15_fwd	Activation	1127.00	36.00	1091.00	6422528	12845408.00	12616000.00	94.00	0.25	178.40	true
104	densenet0_stage2_conv15_fwd	Convolution	153840.33	174.67	153665.67	1050368000	47864746.67	40661333.33	30.35	11.87	6013.58	true
105	densenet0_stage2_concat7	Concat	3721.00	111.28	3609.72	0	38535488.00	38610197.33	82.40	0.00	0.00	true
106	densenet0_stage2_batchnorm16_fwd	BatchNorm	3683.33	102.00	3581.33	60948480	38512010.67	38499637.33	83.50	0.79	597.53	true
107	densenet0_stage2_relu16_fwd	Activation	3236.00	102.33	3133.67	19267584	38535520.00	38303274.67	95.40	0.25	188.28	true
108	densenet0_stage2_conv16_fwd	Convolution	138842.67	244.33	138598.33	2472673280	73118005.33	13284938.67	21.31	28.62	10120.10	false
109	densenet0_stage2_batchnorm17_fwd	BatchNorm	1187.00	36.33	1150.67	20316160	12809888.00	12641664.00	81.10	0.80	559.17	true
110	densenet0_stage2_relu17_fwd	Activation	946.33	36.00	910.33	6422528	12845408.00	12611754.67	94.00	0.25	178.40	true
111	densenet0_stage2_conv17_fwd	Convolution	153656.33	175.67	153480.67	1050368000	47745813.33	40613461.33	30.35	11.89	5979.35	true
112	densenet0_stage2_concat8	Concat	3120.00	118.57	3001.43	0	41746752.00	41905909.33	82.30	0.00	0.00	true
113	densenet0_stage2_batchnorm18_fwd	BatchNorm	2944.67	110.00	2834.67	66027520	41726474.67	41652266.67	83.60	0.79	600.25	true
114	densenet0_stage2_relu18_fwd	Activation	2254.33	110.67	2143.67	20873216	41746784.00	41513920.00	95.60	0.25	188.61	true
115	densenet0_stage2_conv18_fwd	Convolution	158682.33	244.00	158438.33	2678194176	79752821.33	13257269.33	21.09	28.79	10976.21	false
116	densenet0_stage2_batchnorm19_fwd	BatchNorm	901.67	36.00	865.67	20316160	12766794.67	12653365.33	81.10	0.80	564.34	true
117	densenet0_stage2_relu19_fwd	Activation	704.33	36.00	668.33	6422528	12845408.00	12615424.00	94.10	0.25	178.40	true
118	densenet0_stage2_conv19_fwd	Convolution	153183.67	175.67	153008.00	1050368000	47800608.00	40614389.33	30.24	11.88	5979.31	true
119	densenet0_stage2_concat9	Concat	2982.67	127.57	2855.10	0	44958016.00	45070517.33	82.80	0.00	0.00	true
120	densenet0_stage2_batchnorm20_fwd	BatchNorm	3142.00	117.67	3024.33	71106560	44946698.67	44934709.33	83.80	0.79	604.30	true
121	densenet0_stage2_relu20_fwd	Activation	2432.33	118.33	2314.00	22478848	44958048.00	44713898.67	95.70	0.25	189.96	true
122	densenet0_stage2_conv20_fwd	Convolution	167345.00	284.67	167060.33	2883715072	86533962.67	13551168.00	21.24	28.81	10130.13	false
123	densenet0_stage2_batchnorm21_fwd	BatchNorm	904.33	36.00	868.33	20316160	12704096.00	12374389.33	80.70	0.81	564.34	true
124	densenet0_stage2_relu21_fwd	Activation	720.67	35.67	685.00	6422528	12845408.00	12610858.67	93.90	0.25	180.07	true
125	densenet0_stage2_conv21_fwd	Convolution	153707.00	176.67	153530.33	1050368000	47981354.67	40641322.67	30.29	11.85	5945.47	true
126	densenet0_stage2_concat10	Concat	3818.67	135.43	3683.24	0	48169280.00	48317962.67	82.30	0.00	0.00	true
127	densenet0_stage2_batchnorm22_fwd	BatchNorm	4056.33	125.67	3930.67	76185600	48142602.67	48075808.00	83.80	0.79	606.25	true
128	densenet0_stage2_relu22_fwd	Activation	3306.00	127.67	3178.33	24084480	48169312.00	47932864.00	95.50	0.25	188.65	true
129	densenet0_stage2_conv22_fwd	Convolution	174547.67	304.00	174243.67	3089235968	92069429.33	13978570.67	21.59	29.13	10161.96	false
130	densenet0_stage2_batchnorm23_fwd	BatchNorm	1117.00	36.00	1081.00	20316160	12847328.00	11939445.33	80.80	0.82	564.34	true
131	densenet0_stage2_relu23_fwd	Activation	911.67	36.00	875.67	6422528	12845408.00	12616426.67	94.10	0.25	178.40	true
132	densenet0_stage2_conv23_fwd	Convolution	153553.00	174.00	153379.00	1050368000	47815808.00	40638538.67	30.05	11.87	6036.60	true
133	densenet0_stage2_concat11	Concat	4187.00	144.71	4042.29	0	51381034.67	51472544.00	82.30	0.00	0.00	true
134	densenet0_batchnorm2_fwd	BatchNorm	4220.00	135.00	4085.00	81264640	51389258.67	51362933.33	83.80	0.79	601.96	true
135	densenet0_relu2_fwd	Activation	3547.67	136.33	3411.33	25690112	51380576.00	51149674.67	95.70	0.25	188.44	true
136	densenet0_conv2_fwd	Convolution	359292.33	645.00	358647.33	6589513728	96.00	10869.33	23.71	600940.59	10216.30	false
137	densenet0_pool2_fwd	Pooling	17899.67	56.00	17843.67	33718272	25669162.67	8092266.67	51.50	1.00	602.11	true
138	densenet0_stage3_batchnorm0_fwd	BatchNorm	1172.67	21.00	1151.67	10158080	6434666.67	5567392.00	68.20	0.85	483.72	true
139	densenet0_stage3_relu0_fwd	Activation	483.00	18.33	464.67	3211264	3915018.67	6403328.00	90.60	0.31	175.16	true
140	densenet0_stage3_conv0_fwd	Convolution	24629.67	66.33	24563.33	412647424	747509.33	3563562.67	7.99	95.72	6220.85	false
141	densenet0_stage3_batchnorm1_fwd	BatchNorm	759.00	12.00	747.00	5079040	420522.67	3488298.67	36.50	1.30	423.25	true
142	densenet0_stage3_relu1_fwd	Activation	292.33	7.00	285.33	1605632	23072.00	1642709.33	77.00	0.96	229.38	true
143	densenet0_stage3_conv1_fwd	Convolution	39734.33	43.00	39691.33	281911296	160533.33	1292917.33	11.72	193.96	6556.08	false
144	densenet0_stage3_concat0	Concat	540.33	28.29	512.05	0	7222560.00	7605834.67	72.90	0.00	0.00	true
145	densenet0_stage3_batchnorm2_fwd	BatchNorm	969.33	24.00	945.33	11427840	6872298.67	7760213.33	74.30	0.78	476.16	true
146	densenet0_stage3_relu2_fwd	Activation	556.33	20.00	536.33	3612672	5269770.67	7209824.00	91.00	0.29	180.63	true
147	densenet0_stage3_conv2_fwd	Convolution	26352.00	73.00	26279.00	464027648	3126282.67	3551370.67	8.01	69.49	6356.54	false
148	densenet0_stage3_batchnorm3_fwd	BatchNorm	403.00	12.00	391.00	5079040	480149.33	3486261.33	37.10	1.28	423.25	true
149	densenet0_stage3_relu3_fwd	Activation	260.00	7.00	253.00	1605632	22133.33	1624896.00	77.90	0.97	229.38	true
150	densenet0_stage3_conv3_fwd	Convolution	39582.67	41.00	39541.67	281911296	147733.33	1284821.33	11.73	196.79	6875.89	false
151	densenet0_stage3_concat1	Concat	483.00	30.57	452.43	0	8028416.00	8403605.33	73.20	0.00	0.00	true
152	densenet0_stage3_batchnorm4_fwd	BatchNorm	1435.33	26.00	1409.33	12697600	7729098.67	8646581.33	75.00	0.78	488.37	true
153	densenet0_stage3_relu4_fwd	Activation	577.00	23.00	554.00	4014080	6444896.00	8023210.67	92.00	0.28	174.53	true
154	densenet0_stage3_conv4_fwd	Convolution	31282.33	79.33	31203.00	515407872	4904853.33	3549653.33	8.00	60.96	6496.77	false
155	densenet0_stage3_batchnorm5_fwd	BatchNorm	451.00	12.00	439.00	5079040	537845.33	3482112.00	39.60	1.26	423.25	true
156	densenet0_stage3_relu5_fwd	Activation	264.00	6.67	257.33	1605632	22474.67	1607840.00	77.50	0.98	240.83	true
157	densenet0_stage3_conv5_fwd	Convolution	39704.67	40.33	39664.33	281911296	147733.33	1295381.33	11.77	195.35	6989.42	false
158	densenet0_stage3_concat2	Concat	570.33	33.43	536.90	0	8831200.00	9252138.67	72.90	0.00	0.00	true
159	densenet0_stage3_batchnorm6_fwd	BatchNorm	1199.00	28.00	1171.00	13967360	8570613.33	9514410.67	77.30	0.77	498.83	true
160	densenet0_stage3_relu6_fwd	Activation	627.00	25.00	602.00	4415488	7587392.00	8817866.67	93.20	0.27	176.62	true
161	densenet0_stage3_conv6_fwd	Convolution	33295.33	85.67	33209.67	566788096	6366901.33	3597109.33	8.01	56.88	6616.25	false
162	densenet0_stage3_batchnorm7_fwd	BatchNorm	486.00	12.00	474.00	5079040	628714.67	3432704.00	38.40	1.25	423.25	true
163	densenet0_stage3_relu7_fwd	Activation	264.67	6.33	258.33	1605632	19360.00	1623882.67	77.70	0.98	253.53	true
164	densenet0_stage3_conv7_fwd	Convolution	39619.67	40.33	39579.33	281911296	147648.00	1293408.00	11.72	195.63	6989.59	false
165	densenet0_stage3_concat3	Concat	584.00	35.71	548.29	0	9634058.67	10087413.33	73.00	0.00	0.00	true
166	densenet0_stage3_batchnorm8_fwd	BatchNorm	1708.67	31.00	1677.67	15237120	9422176.00	10397770.67	78.40	0.77	491.52	true
167	densenet0_stage3_relu8_fwd	Activation	680.67	27.33	653.33	4816896	8773397.33	9617834.67	93.70	0.26	176.23	true
168	densenet0_stage3_conv8_fwd	Convolution	35112.67	92.33	35020.33	618168320	7928736.00	3606304.00	8.01	53.59	6694.92	false
169	densenet0_stage3_batchnorm9_fwd	BatchNorm	531.67	12.00	519.67	5079040	693130.67	3396842.67	40.70	1.24	423.25	true
170	densenet0_stage3_relu9_fwd	Activation	263.33	7.00	256.33	1605632	19701.33	1622186.67	77.30	0.98	229.38	true
171	densenet0_stage3_conv9_fwd	Convolution	39650.67	40.00	39610.67	281911296	147648.00	1276650.67	11.71	197.93	7047.78	false
172	densenet0_stage3_concat4	Concat	760.33	37.57	722.76	0	10438656.00	10949130.67	73.60	0.00	0.00	true
173	densenet0_stage3_batchnorm10_fwd	BatchNorm	1453.00	32.33	1420.67	16506880	10256117.33	11270069.33	79.30	0.77	510.53	true
174	densenet0_stage3_relu10_fwd	Activation	729.67	30.00	699.67	5218304	10018869.33	10419914.67	93.00	0.26	173.94	true
175	densenet0_stage3_conv10_fwd	Convolution	39986.33	98.33	39888.00	669548544	9970101.33	3761482.67	8.13	48.76	6808.99	false
176	densenet0_stage3_batchnorm11_fwd	BatchNorm	490.67	12.00	478.67	5079040	787434.67	3241184.00	41.20	1.26	423.25	true
177	densenet0_stage3_relu11_fwd	Activation	268.00	7.00	261.00	1605632	17440.00	1611584.00	77.80	0.99	229.38	true
178	densenet0_stage3_conv11_fwd	Convolution	39698.67	40.67	39658.00	281911296	147648.00	1291104.00	11.78	195.94	6932.19	false
179	densenet0_stage3_concat5	Concat	661.67	40.00	621.67	0	11240117.33	11789152.00	73.70	0.00	0.00	true
180	densenet0_stage3_batchnorm12_fwd	BatchNorm	2271.67	35.00	2236.67	17776640	11095861.33	12117184.00	80.10	0.77	507.90	true
181	densenet0_stage3_relu12_fwd	Activation	789.00	32.67	756.33	5619712	11094250.67	11230634.67	92.70	0.25	172.03	true
182	densenet0_stage3_conv12_fwd	Convolution	42220.00	104.33	42115.67	720928768	11594890.67	3988970.67	8.12	46.26	6909.82	false
183	densenet0_stage3_batchnorm13_fwd	BatchNorm	585.67	12.00	573.67	5079040	904800.00	3002666.67	42.40	1.30	423.25	true
184	densenet0_stage3_relu13_fwd	Activation	267.00	6.67	260.33	1605632	18336.00	1607584.00	77.00	0.99	240.83	true
185	densenet0_stage3_conv13_fwd	Convolution	39669.67	41.00	39628.67	281911296	147648.00	1282144.00	11.73	197.17	6875.89	false
186	densenet0_stage3_concat6	Concat	898.33	42.71	855.62	0	12043264.00	12622240.00	73.20	0.00	0.00	true
187	densenet0_stage3_batchnorm14_fwd	BatchNorm	1709.67	36.33	1673.33	19046400	11916522.67	13005162.67	80.10	0.76	524.22	true
188	densenet0_stage3_relu14_fwd	Activation	835.00	34.33	800.67	6021120	12012725.33	12027637.33	93.60	0.25	175.37	true
189	densenet0_stage3_conv14_fwd	Convolution	43966.33	109.33	43857.00	772308992	12990506.67	3873365.33	8.13	45.80	7063.82	false
190	densenet0_stage3_batchnorm15_fwd	BatchNorm	605.00	12.00	593.00	5079040	928512.00	3115712.00	42.50	1.26	423.25	true
191	densenet0_stage3_relu15_fwd	Activation	264.67	7.00	257.67	1605632	18080.00	1611626.67	77.80	0.99	229.38	true
192	densenet0_stage3_conv15_fwd	Convolution	39493.67	40.33	39453.33	281911296	147648.00	1279306.67	11.77	197.56	6989.42	false
193	densenet0_stage3_concat7	Concat	837.33	44.14	793.19	0	12845354.67	13468992.00	73.60	0.00	0.00	true
194	densenet0_stage3_batchnorm16_fwd	BatchNorm	2040.00	39.00	2001.00	20316160	12737120.00	13862154.67	81.20	0.76	520.93	true
195	densenet0_stage3_relu16_fwd	Activation	915.33	36.33	879.00	6422528	12841109.33	12831392.00	94.00	0.25	176.77	true
196	densenet0_stage3_conv16_fwd	Convolution	48837.00	116.33	48720.67	823689216	14642282.67	3979253.33	8.12	44.23	7080.44	false
197	densenet0_stage3_batchnorm17_fwd	BatchNorm	687.33	12.00	675.33	5079040	1035242.67	2996736.00	44.40	1.26	423.25	true
198	densenet0_stage3_relu17_fwd	Activation	268.33	7.00	261.33	1605632	17056.00	1602528.00	76.80	0.99	229.38	true
199	densenet0_stage3_conv17_fwd	Convolution	39720.67	40.33	39680.33	281911296	147648.00	1291552.00	11.72	195.88	6989.59	false
200	densenet0_stage3_concat8	Concat	1062.67	47.00	1015.67	0	13648138.67	14304149.33	73.40	0.00	0.00	true
201	densenet0_stage3_batchnorm18_fwd	BatchNorm	2021.67	41.67	1980.00	21585920	13554666.67	14746581.33	81.60	0.76	518.06	true
202	densenet0_stage3_relu18_fwd	Activation	939.67	38.33	901.33	6823936	13647989.33	13629824.00	93.90	0.25	178.02	true
203	densenet0_stage3_conv18_fwd	Convolution	50865.00	122.00	50743.00	875069440	16513941.33	4188234.67	8.14	42.27	7172.70	false
204	densenet0_stage3_batchnorm19_fwd	BatchNorm	640.00	12.00	628.00	5079040	1179573.33	2774784.00	44.10	1.28	423.25	true
205	densenet0_stage3_relu19_fwd	Activation	257.67	6.00	251.67	1605632	16586.67	1625834.67	77.90	0.98	267.61	true
206	densenet0_stage3_conv19_fwd	Convolution	39598.67	40.00	39558.67	281911296	147648.00	1285514.67	11.71	196.71	7047.78	false
207	densenet0_stage3_concat9	Concat	935.33	50.86	884.48	0	14451221.33	15163520.00	73.80	0.00	0.00	true
208	densenet0_stage3_batchnorm20_fwd	BatchNorm	3262.33	44.33	3218.00	22855680	14396885.33	15594762.67	82.10	0.76	515.55	true
209	densenet0_stage3_relu20_fwd	Activation	1007.33	40.67	966.67	7225344	14451040.00	14431029.33	93.50	0.25	177.67	true
210	densenet0_stage3_conv20_fwd	Convolution	53612.33	128.67	53483.67	926449664	18352202.67	4236021.33	8.14	41.01	7200.42	false
211	densenet0_stage3_batchnorm21_fwd	BatchNorm	679.33	12.00	667.33	5079040	1186208.00	2728789.33	43.30	1.30	423.25	true
212	densenet0_stage3_relu21_fwd	Activation	262.67	7.00	255.67	1605632	15690.67	1589920.00	76.90	1.00	229.38	true
213	densenet0_stage3_conv21_fwd	Convolution	39548.00	40.67	39507.33	281911296	147648.00	1282261.33	11.73	197.15	6932.19	false
214	densenet0_stage3_concat10	Concat	1210.67	52.29	1158.38	0	15253770.67	16018048.00	73.70	0.00	0.00	true
215	densenet0_stage3_batchnorm22_fwd	BatchNorm	2346.67	46.00	2300.67	24125440	15226186.67	16457184.00	82.60	0.76	524.47	true
216	densenet0_stage3_relu22_fwd	Activation	1050.67	43.67	1007.00	7626752	15253866.67	15240437.33	93.80	0.25	174.66	true
217	densenet0_stage3_conv22_fwd	Convolution	58554.67	136.33	58418.33	977829888	19630922.67	4464245.33	8.14	40.58	7172.36	false
218	densenet0_stage3_batchnorm23_fwd	BatchNorm	745.00	12.33	732.67	5079040	1334613.33	2502037.33	43.60	1.32	411.83	true
219	densenet0_stage3_relu23_fwd	Activation	259.33	7.00	252.33	1605632	15477.33	1622357.33	77.70	0.98	229.38	true
220	densenet0_stage3_conv23_fwd	Convolution	39566.33	40.33	39526.00	281911296	147648.00	1271157.33	11.82	198.70	6989.59	false
221	densenet0_stage3_concat11	Concat	1117.33	55.71	1061.62	0	16056544.00	16788832.00	74.30	0.00	0.00	true
222	densenet0_stage3_batchnorm24_fwd	BatchNorm	3398.33	48.33	3350.00	25395200	16027349.33	17378528.00	82.50	0.76	525.42	true
223	densenet0_stage3_relu24_fwd	Activation	1107.00	45.00	1062.00	8028160	16056682.67	16047072.00	94.50	0.25	178.40	true
224	densenet0_stage3_conv24_fwd	Convolution	60663.33	143.67	60519.67	1029210112	21318656.00	4481930.67	8.13	39.89	7163.86	false
225	densenet0_stage3_batchnorm25_fwd	BatchNorm	701.00	12.33	688.67	5079040	1299434.67	2481952.00	43.50	1.34	411.83	true
226	densenet0_stage3_relu25_fwd	Activation	282.33	7.00	275.33	1605632	15008.00	1576800.00	77.10	1.01	229.38	true
227	densenet0_stage3_conv25_fwd	Convolution	39621.00	41.00	39580.00	281911296	150122.67	1282357.33	11.73	196.80	6875.89	false
228	densenet0_stage3_concat12	Concat	1395.67	58.00	1337.67	0	16859488.00	17659360.00	74.20	0.00	0.00	true
229	densenet0_stage3_batchnorm26_fwd	BatchNorm	2755.00	50.33	2704.67	26664960	16845397.33	18237408.00	83.50	0.76	529.77	true
230	densenet0_stage3_relu26_fwd	Activation	1432.33	47.33	1385.00	8429568	16859498.67	16835658.67	94.40	0.25	178.09	true
231	densenet0_stage3_conv26_fwd	Convolution	62530.33	148.67	62381.67	1080590336	22430357.33	4655221.33	8.15	39.90	7268.53	false
232	densenet0_stage3_batchnorm27_fwd	BatchNorm	727.67	12.33	715.33	5079040	1392277.33	2310602.67	43.90	1.37	411.83	true
233	densenet0_stage3_relu27_fwd	Activation	316.33	6.67	309.67	1605632	14282.67	1614016.00	77.80	0.99	240.83	true
234	densenet0_stage3_conv27_fwd	Convolution	39508.00	40.00	39468.00	281911296	147648.00	1275082.67	11.82	198.15	7047.78	false
235	densenet0_stage3_concat13	Concat	1228.00	59.29	1168.71	0	17662314.67	18499850.67	73.90	0.00	0.00	true
236	densenet0_stage3_batchnorm28_fwd	BatchNorm	4020.00	53.00	3967.00	27934720	17645237.33	19097717.33	83.60	0.76	527.07	true
237	densenet0_stage3_relu28_fwd	Activation	1493.00	50.00	1443.00	8830976	17662304.00	17647904.00	94.10	0.25	176.62	true
238	densenet0_stage3_conv28_fwd	Convolution	67217.00	155.33	67061.67	1131970560	24568480.00	4628554.67	8.15	38.77	7287.38	false
239	densenet0_stage3_batchnorm29_fwd	BatchNorm	713.33	13.00	700.33	5079040	1392341.33	2338826.67	42.60	1.36	390.70	true
240	densenet0_stage3_relu29_fwd	Activation	322.67	6.67	316.00	1605632	14752.00	1612533.33	77.10	0.99	240.83	true
241	densenet0_stage3_conv29_fwd	Convolution	39627.33	40.00	39587.33	281911296	147648.00	1290293.33	11.82	196.05	7047.78	false
242	densenet0_stage3_concat14	Concat	1798.33	62.71	1735.62	0	18468266.67	19326069.33	74.30	0.00	0.00	true
243	densenet0_stage3_batchnorm30_fwd	BatchNorm	2968.33	54.67	2913.67	29204480	18468896.00	19969824.00	83.90	0.76	534.23	true
244	densenet0_stage3_relu30_fwd	Activation	1559.33	51.33	1508.00	9232384	18465120.00	18456928.00	94.00	0.25	179.85	true
245	densenet0_stage3_conv30_fwd	Convolution	69434.33	162.33	69272.00	1183350784	26029226.67	4881802.67	8.15	38.28	7289.61	false
246	densenet0_stage3_batchnorm31_fwd	BatchNorm	735.00	12.67	722.33	5079040	1539381.33	2070101.33	43.80	1.41	400.97	true
247	densenet0_stage3_relu31_fwd	Activation	323.33	6.33	317.00	1605632	14240.00	1604768.00	77.40	0.99	253.53	true
248	densenet0_stage3_conv31_fwd	Convolution	39614.33	41.00	39573.33	281911296	147648.00	1290528.00	11.73	196.02	6875.89	false
249	densenet0_stage3_concat15	Concat	1439.00	64.71	1374.29	0	19267861.33	20174218.67	73.80	0.00	0.00	true
250	densenet0_stage3_batchnorm32_fwd	BatchNorm	3324.33	57.00	3267.33	30474240	19291765.33	20818837.33	84.40	0.76	534.64	true
251	densenet0_stage3_relu32_fwd	Activation	1630.33	53.67	1576.67	9633792	19267936.00	19257408.00	94.70	0.25	179.51	true
252	densenet0_stage3_conv32_fwd	Convolution	71403.00	168.33	71234.67	1234731008	27384074.67	4955050.67	8.15	38.18	7335.05	false
253	densenet0_stage3_batchnorm33_fwd	BatchNorm	734.67	12.33	722.33	5079040	1576021.33	2001472.00	42.60	1.42	411.83	true
254	densenet0_stage3_relu33_fwd	Activation	317.67	7.00	310.67	1605632	13557.33	1612917.33	76.90	0.99	229.38	true
255	densenet0_stage3_conv33_fwd	Convolution	39501.33	40.00	39461.33	281911296	147648.00	1280629.33	11.71	197.38	7047.78	false
256	densenet0_stage3_concat16	Concat	1919.33	66.71	1852.62	0	20070634.67	21032512.00	74.20	0.00	0.00	true
257	densenet0_stage3_batchnorm34_fwd	BatchNorm	3403.00	58.67	3344.33	31744000	20102378.67	21696768.00	84.40	0.76	541.09	true
258	densenet0_stage3_relu34_fwd	Activation	1425.67	55.33	1370.33	10035200	20070752.00	20055605.33	94.80	0.25	181.36	true
259	densenet0_stage3_conv34_fwd	Convolution	76130.33	176.33	75954.00	1286111232	28940714.67	4897909.33	8.15	38.01	7293.61	false
260	densenet0_stage3_batchnorm35_fwd	BatchNorm	753.67	12.33	741.33	5079040	1598005.33	2056874.67	42.60	1.39	411.83	true
261	densenet0_stage3_relu35_fwd	Activation	314.67	7.00	307.67	1605632	15605.33	1599562.67	77.60	0.99	229.38	true
262	densenet0_stage3_conv35_fwd	Convolution	39627.67	40.33	39587.33	281911296	147733.33	1276928.00	11.77	197.88	6989.42	false
263	densenet0_stage3_concat17	Concat	1559.67	69.28	1490.38	0	20873525.33	21839850.67	74.10	0.00	0.00	true
264	densenet0_stage3_batchnorm36_fwd	BatchNorm	4793.33	61.00	4732.33	33013760	20915189.33	22583232.00	84.70	0.76	541.21	true
265	densenet0_stage3_relu36_fwd	Activation	1755.33	58.00	1697.33	10436608	20873578.67	20862773.33	94.50	0.25	179.94	true
266	densenet0_stage3_conv36_fwd	Convolution	78421.33	182.00	78239.33	1337491456	30581738.67	5170293.33	8.15	37.41	7348.85	false
267	densenet0_stage3_batchnorm37_fwd	BatchNorm	741.67	12.67	729.00	5079040	1718197.33	1784448.00	40.90	1.45	400.97	true
268	densenet0_stage3_relu37_fwd	Activation	316.33	6.33	310.00	1605632	15520.00	1612885.33	76.90	0.99	253.53	true
269	densenet0_stage3_conv37_fwd	Convolution	39575.00	40.33	39534.67	281911296	147648.00	1297536.00	11.77	195.07	6989.42	false
270	densenet0_stage3_concat18	Concat	2096.67	71.14	2025.52	0	21676725.33	22701568.00	74.30	0.00	0.00	true
271	densenet0_stage3_batchnorm38_fwd	BatchNorm	3660.67	63.00	3597.67	34283520	21737226.67	23443829.33	85.00	0.76	544.18	true
272	densenet0_stage3_relu38_fwd	Activation	1482.67	59.67	1423.00	10838016	21676384.00	21655808.00	94.10	0.25	181.64	true
273	densenet0_stage3_conv38_fwd	Convolution	80053.33	187.00	79866.33	1388871680	32002922.67	5041504.00	8.16	37.49	7427.12	false
274	densenet0_stage3_batchnorm39_fwd	BatchNorm	774.33	13.00	761.33	5079040	1677802.67	1923253.33	41.20	1.41	390.70	true
275	densenet0_stage3_relu39_fwd	Activation	266.67	7.00	259.67	1605632	14794.67	1612330.67	77.50	0.99	229.38	true
276	densenet0_stage3_conv39_fwd	Convolution	39601.33	40.33	39561.00	281911296	147648.00	1276757.33	11.77	197.92	6989.42	false
277	densenet0_stage3_concat19	Concat	1306.67	73.57	1233.09	0	22479104.00	23506528.00	74.20	0.00	0.00	true
278	densenet0_stage3_batchnorm40_fwd	BatchNorm	4789.67	66.00	4723.67	35553280	22547776.00	24345696.00	85.30	0.76	538.69	true
279	densenet0_stage3_relu40_fwd	Activation	1206.67	61.67	1145.00	11239424	22479200.00	22459114.67	94.50	0.25	182.26	true
280	densenet0_stage3_conv40_fwd	Convolution	84953.00	194.00	84759.00	1440251904	33541024.00	5241514.67	8.15	37.14	7423.98	false
281	densenet0_stage3_batchnorm41_fwd	BatchNorm	762.33	12.00	750.33	5079040	1773386.67	1712874.67	40.30	1.46	423.25	true
282	densenet0_stage3_relu41_fwd	Activation	215.67	6.67	209.00	1605632	15605.33	1621898.67	76.90	0.98	240.83	true
283	densenet0_stage3_conv41_fwd	Convolution	39584.33	40.67	39543.67	281911296	147648.00	1291498.67	11.73	195.89	6932.19	false
284	densenet0_stage3_concat20	Concat	1756.33	75.43	1680.90	0	23284384.00	24341888.00	74.30	0.00	0.00	true
285	densenet0_stage3_batchnorm42_fwd	BatchNorm	4090.33	67.67	4022.67	36823040	23367648.00	25219424.00	85.30	0.76	544.18	true
286	densenet0_stage3_relu42_fwd	Activation	1298.33	63.00	1235.33	11640832	23282026.67	23268682.67	94.90	0.25	184.78	true
287	densenet0_stage3_conv42_fwd	Convolution	87214.67	199.00	87015.67	1491632128	34941109.33	5241461.33	8.16	37.12	7495.64	false
288	densenet0_stage3_batchnorm43_fwd	BatchNorm	788.67	12.00	776.67	5079040	1803424.00	1702581.33	40.50	1.45	423.25	true
289	densenet0_stage3_relu43_fwd	Activation	218.67	7.00	211.67	1605632	15136.00	1646698.67	77.50	0.97	229.38	true
290	densenet0_stage3_conv43_fwd	Convolution	39638.33	40.33	39598.00	281911296	147648.00	1284906.67	11.77	196.79	6989.42	false
291	densenet0_stage3_concat21	Concat	1373.00	78.57	1294.43	0	24084757.33	25183786.67	74.40	0.00	0.00	true
292	densenet0_stage3_batchnorm44_fwd	BatchNorm	5525.67	69.33	5456.33	38092800	24182378.67	26081866.67	85.60	0.76	549.42	true
293	densenet0_stage3_relu44_fwd	Activation	1263.00	65.67	1197.33	12042240	24084832.00	24064149.33	95.10	0.25	183.38	true
294	densenet0_stage3_conv44_fwd	Convolution	89227.00	205.33	89021.67	1543012352	36489802.67	4942272.00	8.16	37.24	7514.68	false
295	densenet0_stage3_batchnorm45_fwd	BatchNorm	788.67	12.00	776.67	5079040	1682901.33	2006197.33	40.70	1.38	423.25	true
296	densenet0_stage3_relu45_fwd	Activation	220.33	7.00	213.33	1605632	14453.33	1594432.00	77.10	1.00	229.38	true
297	densenet0_stage3_conv45_fwd	Convolution	39543.33	40.67	39502.67	281911296	147648.00	1282229.33	11.78	197.16	6932.19	false
298	densenet0_stage3_concat22	Concat	1822.00	80.57	1741.43	0	24887541.33	26063861.33	73.90	0.00	0.00	true
299	densenet0_stage3_batchnorm46_fwd	BatchNorm	4506.33	71.67	4434.67	39362560	24985685.33	26939626.67	85.90	0.76	549.24	true
300	densenet0_stage3_relu46_fwd	Activation	1299.67	68.00	1231.67	12443648	24887648.00	24868202.67	94.50	0.25	182.99	true
301	densenet0_stage3_conv46_fwd	Convolution	93974.00	211.00	93763.00	1594392576	38651008.00	5086037.33	8.25	36.45	7556.36	false
302	densenet0_stage3_batchnorm47_fwd	BatchNorm	785.67	12.33	773.33	5079040	1777973.33	1851850.67	42.80	1.40	411.83	true
303	densenet0_stage3_relu47_fwd	Activation	218.33	6.67	211.67	1605632	15477.33	1625482.67	77.50	0.98	240.83	true
304	densenet0_stage3_conv47_fwd	Convolution	39592.67	40.67	39552.00	281911296	147648.00	1278837.33	11.78	197.63	6932.19	false
305	densenet0_stage3_concat23	Concat	1539.33	82.72	1456.62	0	25690368.00	26887626.67	74.20	0.00	0.00	true
306	densenet0_batchnorm3_fwd	BatchNorm	3440.00	74.00	3366.00	40632320	25803232.00	27804373.33	85.90	0.76	549.09	true
307	densenet0_relu3_fwd	Activation	1432.00	69.67	1362.33	12845056	25690464.00	25676490.67	94.50	0.25	184.38	true
308	densenet0_conv3_fwd	Convolution	361489.33	725.00	360764.33	6579879936	832.00	3744.00	31.90	1437910.83	9075.70	false
309	densenet0_pool3_fwd	Pooling	8924.33	32.33	8892.00	16859136	11456650.67	5329514.67	51.50	1.00	521.42	true
310	densenet0_stage4_batchnorm0_fwd	BatchNorm	865.00	30.67	834.33	5619712	1686837.33	2037930.67	17.90	1.51	183.25	true
311	densenet0_stage4_relu0_fwd	Activation	226.00	7.00	219.00	1605632	6346.67	1571413.33	77.80	1.02	229.38	true
312	densenet0_stage4_conv0_fwd	Convolution	14471.00	57.00	14414.00	205721600	290005.33	1086549.33	7.10	149.45	3609.15	false
313	densenet0_stage4_batchnorm1_fwd	BatchNorm	175.33	10.33	165.00	1404928	2304.00	643733.33	12.40	2.17	135.97	true
314	densenet0_stage4_relu1_fwd	Activation	111.00	5.00	106.00	401408	224.00	3413.33	55.10	110.36	80.28	false
315	densenet0_stage4_conv1_fwd	Convolution	10971.00	40.00	10931.00	141074432	149589.33	263712.00	11.71	341.34	3526.86	false
316	densenet0_stage4_concat0	Concat	321.00	16.00	305.00	0	3219189.33	3156192.00	51.50	0.00	0.00	true
317	densenet0_stage4_batchnorm2_fwd	BatchNorm	507.33	32.33	475.00	5970944	2217397.33	3814581.33	17.80	0.99	184.67	true
318	densenet0_stage4_relu2_fwd	Activation	275.67	7.33	268.33	1705984	64010.67	2202272.00	78.40	0.75	232.64	true
319	densenet0_stage4_conv2_fwd	Convolution	15198.00	57.33	15140.67	218566656	282453.33	1070581.33	6.90	161.54	3812.23	false
320	densenet0_stage4_batchnorm3_fwd	BatchNorm	178.67	11.00	167.67	1404928	2048.00	811797.33	12.40	1.73	127.72	true
321	densenet0_stage4_relu3_fwd	Activation	110.00	4.67	105.33	401408	224.00	20469.33	55.80	19.40	86.01	false
322	densenet0_stage4_conv3_fwd	Convolution	10964.00	39.00	10925.00	141074432	147498.67	263381.33	11.80	343.35	3617.29	false
323	densenet0_stage4_concat1	Concat	311.00	17.00	294.00	0	3556938.67	3193301.33	52.20	0.00	0.00	true
324	densenet0_stage4_batchnorm4_fwd	BatchNorm	500.00	34.00	466.00	6322176	3062602.67	4040245.33	18.90	0.89	185.95	true
325	densenet0_stage4_relu4_fwd	Activation	290.00	7.00	283.00	1806336	174666.67	2619072.00	80.40	0.65	258.05	true
326	densenet0_stage4_conv4_fwd	Convolution	15909.00	60.67	15848.33	231411712	298186.67	1109237.33	6.90	164.42	3814.46	false
327	densenet0_stage4_batchnorm5_fwd	BatchNorm	179.00	11.00	168.00	1404928	2112.00	811744.00	12.40	1.73	127.72	true
328	densenet0_stage4_relu5_fwd	Activation	111.00	5.00	106.00	401408	224.00	19082.67	55.10	20.79	80.28	false
329	densenet0_stage4_conv5_fwd	Convolution	10999.33	39.00	10960.33	141074432	147456.00	263221.33	11.80	343.52	3617.29	false
330	densenet0_stage4_concat2	Concat	318.00	17.00	301.00	0	3780341.33	3491296.00	52.40	0.00	0.00	true
331	densenet0_stage4_batchnorm6_fwd	BatchNorm	550.00	35.00	515.00	6673408	3632309.33	4347648.00	19.50	0.84	190.67	true
332	densenet0_stage4_relu6_fwd	Activation	302.00	8.00	294.00	1906688	323978.67	3071594.67	83.30	0.56	238.34	true
333	densenet0_stage4_conv6_fwd	Convolution	17282.00	63.00	17219.00	244256768	315797.33	1130208.00	6.90	168.92	3877.09	false
334	densenet0_stage4_batchnorm7_fwd	BatchNorm	179.67	11.00	168.67	1404928	2048.00	809002.67	12.40	1.73	127.72	true
335	densenet0_stage4_relu7_fwd	Activation	106.67	4.67	102.00	401408	224.00	20640.00	56.00	19.24	86.01	false
336	densenet0_stage4_conv7_fwd	Convolution	11047.00	38.33	11008.67	141074432	147520.00	263594.67	11.84	343.15	3680.23	false
337	densenet0_stage4_concat3	Concat	336.67	17.71	318.95	0	3991904.00	3675989.33	52.60	0.00	0.00	true
338	densenet0_stage4_batchnorm8_fwd	BatchNorm	553.00	37.00	516.00	7024640	3857738.67	4585525.33	19.90	0.83	189.86	true
339	densenet0_stage4_relu8_fwd	Activation	319.67	8.33	311.33	2007040	470816.00	3348373.33	84.50	0.53	240.85	true
340	densenet0_stage4_conv8_fwd	Convolution	17896.00	66.00	17830.00	257101824	331349.33	1147402.67	7.00	173.86	3895.48	false
341	densenet0_stage4_batchnorm9_fwd	BatchNorm	176.00	10.67	165.33	1404928	2069.33	803882.67	12.50	1.74	131.71	true
342	densenet0_stage4_relu9_fwd	Activation	108.33	4.67	103.67	401408	266.67	18880.00	55.00	20.96	86.01	false
343	densenet0_stage4_conv9_fwd	Convolution	11006.00	39.00	10967.00	141074432	147456.00	262400.00	11.85	344.20	3617.29	false
344	densenet0_stage4_concat4	Concat	341.00	18.29	322.71	0	4211168.00	3901706.67	52.80	0.00	0.00	true
345	densenet0_stage4_batchnorm10_fwd	BatchNorm	590.33	38.67	551.67	7375872	4081440.00	4841504.00	20.20	0.83	190.75	true
346	densenet0_stage4_relu10_fwd	Activation	332.67	9.33	323.33	2107392	712736.00	3713034.67	85.90	0.48	225.80	true
347	densenet0_stage4_conv10_fwd	Convolution	18477.33	69.67	18407.67	269946880	346421.33	1150304.00	6.90	180.36	3874.82	false
348	densenet0_stage4_batchnorm11_fwd	BatchNorm	183.00	10.67	172.33	1404928	2069.33	804565.33	12.30	1.74	131.71	true
349	densenet0_stage4_relu11_fwd	Activation	115.00	5.00	110.00	401408	245.33	19637.33	56.50	20.19	80.28	false
350	densenet0_stage4_conv11_fwd	Convolution	11000.33	39.00	10961.33	141074432	147456.00	261546.67	11.80	344.92	3617.29	false
351	densenet0_stage4_concat5	Concat	349.67	19.14	330.52	0	4417077.33	4139626.67	53.10	0.00	0.00	true
352	densenet0_stage4_batchnorm12_fwd	BatchNorm	596.67	40.00	556.67	7727104	4289610.67	5053269.33	19.80	0.83	193.18	true
353	densenet0_stage4_relu12_fwd	Activation	342.67	9.00	333.67	2207744	862261.33	3925184.00	86.90	0.46	245.30	true
354	densenet0_stage4_conv12_fwd	Convolution	19847.33	71.67	19775.67	282791936	363616.00	1160874.67	6.90	185.50	3945.92	false
355	densenet0_stage4_batchnorm13_fwd	BatchNorm	179.33	10.67	168.67	1404928	2154.67	798069.33	13.00	1.76	131.71	true
356	densenet0_stage4_relu13_fwd	Activation	109.67	5.00	104.67	401408	266.67	21653.33	56.10	18.31	80.28	false
357	densenet0_stage4_conv13_fwd	Convolution	10989.67	39.33	10950.33	141074432	147456.00	260490.67	11.81	345.82	3586.67	false
358	densenet0_stage4_concat6	Concat	358.33	19.71	338.62	0	4616373.33	4354506.67	53.30	0.00	0.00	true
359	densenet0_stage4_batchnorm14_fwd	BatchNorm	633.33	43.00	590.33	8078336	4497418.67	5271680.00	19.70	0.83	187.87	true
360	densenet0_stage4_relu14_fwd	Activation	353.67	11.00	342.67	2308096	1186037.33	4225013.33	87.20	0.43	209.83	true
361	densenet0_stage4_conv14_fwd	Convolution	20539.67	75.00	20464.67	295636992	380490.67	1177941.33	7.00	189.70	3941.83	false
362	densenet0_stage4_batchnorm15_fwd	BatchNorm	182.33	10.67	171.67	1404928	2048.00	797685.33	12.80	1.76	131.71	true
363	densenet0_stage4_relu15_fwd	Activation	110.67	5.00	105.67	401408	288.00	19338.67	55.80	20.45	80.28	false
364	densenet0_stage4_conv15_fwd	Convolution	10993.00	39.00	10954.00	141074432	147456.00	260256.00	11.85	346.01	3617.29	false
365	densenet0_stage4_concat7	Concat	372.00	19.57	352.43	0	4817120.00	4557152.00	53.30	0.00	0.00	true
366	densenet0_stage4_batchnorm16_fwd	BatchNorm	657.33	45.00	612.33	8429568	4703605.33	5588544.00	19.90	0.82	187.32	true
367	densenet0_stage4_relu16_fwd	Activation	366.67	11.00	355.67	2408448	1333237.33	4442016.00	88.60	0.42	218.95	true
368	densenet0_stage4_conv16_fwd	Convolution	21167.67	77.33	21090.33	308482048	396629.33	1207658.67	6.90	192.29	3989.01	false
369	densenet0_stage4_batchnorm17_fwd	BatchNorm	176.33	11.00	165.33	1404928	2101.33	797546.67	14.30	1.76	127.72	true
370	densenet0_stage4_relu17_fwd	Activation	108.67	5.00	103.67	401408	288.00	20192.00	56.80	19.60	80.28	false
371	densenet0_stage4_conv17_fwd	Convolution	10999.33	40.00	10959.33	141074432	148138.67	260725.33	11.71	345.04	3526.86	false
372	densenet0_stage4_concat8	Concat	369.33	20.29	349.05	0	5017824.00	4737162.67	53.60	0.00	0.00	true
373	densenet0_stage4_batchnorm18_fwd	BatchNorm	677.33	46.33	631.00	8780800	4905088.00	5780096.00	19.30	0.82	189.52	true
374	densenet0_stage4_relu18_fwd	Activation	380.67	12.00	368.67	2508800	1620341.33	4697834.67	89.90	0.40	209.07	true
375	densenet0_stage4_conv18_fwd	Convolution	22452.33	80.67	22371.67	321327104	414464.00	1225930.67	6.90	195.88	3983.38	false
376	densenet0_stage4_batchnorm19_fwd	BatchNorm	178.00	11.00	167.00	1404928	2154.67	793248.00	15.40	1.77	127.72	true
377	densenet0_stage4_relu19_fwd	Activation	110.00	5.00	105.00	401408	288.00	21013.33	55.90	18.84	80.28	false
378	densenet0_stage4_conv19_fwd	Convolution	11013.33	38.67	10974.67	141074432	147456.00	260554.67	11.79	345.76	3648.54	false
379	densenet0_stage4_concat9	Concat	404.33	21.29	383.05	0	5220234.67	4950218.67	53.60	0.00	0.00	true
380	densenet0_stage4_batchnorm20_fwd	BatchNorm	711.00	48.00	663.00	9132032	5115509.33	6065941.33	20.10	0.82	190.25	true
381	densenet0_stage4_relu20_fwd	Activation	481.00	13.33	467.67	2609152	1796725.33	4923861.33	89.10	0.39	195.69	true
382	densenet0_stage4_conv20_fwd	Convolution	23121.00	83.00	23038.00	334172160	428042.67	1193888.00	7.00	206.03	4026.17	false
383	densenet0_stage4_batchnorm21_fwd	BatchNorm	182.00	11.00	171.00	1404928	2208.00	799701.33	15.30	1.75	127.72	true
384	densenet0_stage4_relu21_fwd	Activation	116.00	5.00	111.00	401408	288.00	21888.00	56.10	18.10	80.28	false
385	densenet0_stage4_conv21_fwd	Convolution	10984.67	39.67	10945.00	141074432	147456.00	256362.67	11.76	349.35	3556.47	false
386	densenet0_stage4_concat10	Concat	436.00	21.29	414.71	0	5419232.00	5150453.33	53.70	0.00	0.00	true
387	densenet0_stage4_batchnorm22_fwd	BatchNorm	727.67	49.67	678.00	9483264	5320693.33	6243840.00	19.80	0.82	190.94	true
388	densenet0_stage4_relu22_fwd	Activation	502.67	13.33	489.33	2709504	2112032.00	5189504.00	91.00	0.37	203.22	true
389	densenet0_stage4_conv22_fwd	Convolution	23678.67	87.67	23591.00	347017216	451488.00	1214976.00	7.00	208.24	3958.36	false
390	densenet0_stage4_batchnorm23_fwd	BatchNorm	180.67	10.67	170.00	1404928	2208.00	772362.67	15.40	1.81	131.71	true
391	densenet0_stage4_relu23_fwd	Activation	122.00	4.33	117.67	401408	288.00	24309.33	56.30	16.32	92.64	true
392	densenet0_stage4_conv23_fwd	Convolution	10994.67	38.67	10956.00	141074432	147456.00	261888.00	11.85	344.64	3648.45	false
393	densenet0_stage4_concat11	Concat	443.33	22.00	421.33	0	5619936.00	5354805.33	53.60	0.00	0.00	true
394	densenet0_stage4_batchnorm24_fwd	BatchNorm	752.33	51.67	700.67	9834496	5532746.67	6456874.67	20.30	0.82	190.34	true
395	densenet0_stage4_relu24_fwd	Activation	518.67	14.67	504.00	2809856	2362336.00	5448128.00	91.60	0.36	191.58	true
396	densenet0_stage4_conv24_fwd	Convolution	24968.00	89.33	24878.67	359862272	474602.67	1252725.33	7.00	208.33	4028.32	false
397	densenet0_stage4_batchnorm25_fwd	BatchNorm	181.33	10.67	170.67	1404928	2208.00	757109.33	15.20	1.85	131.71	true
398	densenet0_stage4_relu25_fwd	Activation	120.00	5.00	115.00	401408	288.00	21162.67	55.90	18.71	80.28	false
399	densenet0_stage4_conv25_fwd	Convolution	11015.67	38.67	10977.00	141074432	147456.00	256704.00	11.85	349.06	3648.45	false
400	densenet0_stage4_concat12	Concat	451.00	22.29	428.71	0	5822602.67	5561365.33	53.90	0.00	0.00	true
401	densenet0_stage4_batchnorm26_fwd	BatchNorm	781.67	53.00	728.67	10185728	5728800.00	6627168.00	20.60	0.82	192.18	true
402	densenet0_stage4_relu26_fwd	Activation	529.00	15.67	513.33	2910208	2781664.00	5692704.00	90.50	0.34	185.75	true
403	densenet0_stage4_conv26_fwd	Convolution	25728.67	93.00	25635.67	372707328	930165.33	1396906.67	7.00	160.16	4007.61	false
404	densenet0_stage4_batchnorm27_fwd	BatchNorm	186.33	11.00	175.33	1404928	2208.00	630304.00	15.40	2.22	127.72	true
405	densenet0_stage4_relu27_fwd	Activation	121.67	5.00	116.67	401408	288.00	18816.00	56.20	21.01	80.28	false
406	densenet0_stage4_conv27_fwd	Convolution	11015.67	39.33	10976.33	141074432	147456.00	239178.67	11.81	364.88	3586.67	false
407	densenet0_stage4_concat13	Concat	477.00	23.00	454.00	0	6021344.00	5743690.67	54.10	0.00	0.00	true
408	densenet0_stage4_batchnorm28_fwd	BatchNorm	812.00	54.67	757.33	10536960	5936160.00	6821024.00	20.50	0.83	192.75	true
409	densenet0_stage4_relu28_fwd	Activation	547.00	16.00	531.00	3010560	3083786.67	5962080.00	91.40	0.33	188.16	true
410	densenet0_stage4_conv28_fwd	Convolution	26448.00	95.00	26353.00	385552384	929792.00	1414496.00	7.10	164.46	4058.45	false
411	densenet0_stage4_batchnorm29_fwd	BatchNorm	185.67	11.00	174.67	1404928	2208.00	609109.33	15.50	2.30	127.72	true
412	densenet0_stage4_relu29_fwd	Activation	120.67	4.67	116.00	401408	288.00	16341.33	56.00	24.14	86.01	false
413	densenet0_stage4_conv29_fwd	Convolution	11031.33	39.00	10992.33	141074432	147456.00	246442.67	11.80	358.15	3617.29	false
414	densenet0_stage4_concat14	Concat	482.67	24.57	458.09	0	6222389.33	5920266.67	53.80	0.00	0.00	true
415	densenet0_stage4_batchnorm30_fwd	BatchNorm	825.33	56.00	769.33	10888192	6137504.00	7002997.33	20.60	0.83	194.43	true
416	densenet0_stage4_relu30_fwd	Activation	571.00	17.00	554.00	3110912	3611146.67	6233002.67	91.80	0.32	182.99	true
417	densenet0_stage4_conv30_fwd	Convolution	27702.67	98.00	27604.67	398397440	1484149.33	1535445.33	7.10	131.94	4065.28	false
418	densenet0_stage4_batchnorm31_fwd	BatchNorm	187.67	10.67	177.00	1404928	2208.00	530645.33	15.30	2.64	131.71	true
419	densenet0_stage4_relu31_fwd	Activation	123.00	5.00	118.00	401408	288.00	12096.00	56.20	32.41	80.28	false
420	densenet0_stage4_conv31_fwd	Convolution	10977.00	39.67	10937.33	141074432	147456.00	234624.00	11.71	369.23	3556.47	false
421	densenet0_stage4_concat15	Concat	578.33	24.00	554.33	0	6422752.00	6087797.33	54.20	0.00	0.00	true
422	densenet0_batchnorm4_fwd	BatchNorm	878.00	57.67	820.33	11239424	6344778.67	7251114.67	19.90	0.83	194.90	true
423	densenet0_relu4_fwd	Activation	583.33	17.67	565.67	3211264	4028426.67	6426858.67	91.60	0.31	181.77	true
424	densenet0_pool4_fwd	Pooling	2118.00	12.00	2106.00	2296288	782805.33	1657034.67	32.10	0.94	191.36	true
425	densenet0_flatten0_flatten0	Flatten	4.00	0.00	4.00	0	0.00	0.00	0.00	0.00	0.00	true
426	densenet0_dense0_fwd	FullyConnected	4880.33	33.00	4847.33	67665152	4118069.33	933418.67	7.88	13.40	2050.46	true

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