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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_memory_bound
1	densenet1_batchnorm0_fwd	BatchNorm	257.00	83.67	173.33	true
2	densenet1_relu0_fwd	Activation	77.33	71.00	6.33	true
3	densenet1_pool0_fwd	Pooling	4089.67	73.00	4016.67	true
4	densenet1_stage1_batchnorm0_fwd	BatchNorm	143.67	20.00	123.67	true
5	densenet1_stage1_relu0_fwd	Activation	27.67	10.00	17.67	true
6	densenet1_stage1_conv0_fwd	Convolution	6995.00	62.67	6932.33	true
7	densenet1_stage1_batchnorm1_fwd	BatchNorm	134.67	38.67	96.00	true
8	densenet1_stage1_relu1_fwd	Activation	42.67	36.00	6.67	true
9	densenet1_stage1_conv1_fwd	Convolution	40543.33	148.33	40395.00	true
10	densenet1_stage1_concat0	Concat	153.67	36.14	117.52	true
11	densenet1_stage1_batchnorm2_fwd	BatchNorm	98.67	29.33	69.33	true
12	densenet1_stage1_relu2_fwd	Activation	40.00	22.33	17.67	true
13	densenet1_stage1_conv2_fwd	Convolution	10038.67	83.00	9955.67	true
14	densenet1_stage1_batchnorm3_fwd	BatchNorm	127.67	37.00	90.67	true
15	densenet1_stage1_relu3_fwd	Activation	43.00	36.00	7.00	true
16	densenet1_stage1_conv3_fwd	Convolution	40250.00	146.00	40104.00	true
17	densenet1_stage1_concat1	Concat	152.67	46.14	106.52	true
18	densenet1_stage1_batchnorm4_fwd	BatchNorm	118.33	39.33	79.00	true
19	densenet1_stage1_relu4_fwd	Activation	44.00	36.00	8.00	true
20	densenet1_stage1_conv4_fwd	Convolution	13384.67	100.00	13284.67	true
21	densenet1_stage1_batchnorm5_fwd	BatchNorm	135.00	37.33	97.67	true
22	densenet1_stage1_relu5_fwd	Activation	43.33	36.00	7.33	true
23	densenet1_stage1_conv5_fwd	Convolution	40075.33	146.00	39929.33	true
24	densenet1_stage1_concat2	Concat	159.67	56.00	103.67	true
25	densenet1_stage1_batchnorm6_fwd	BatchNorm	143.67	48.00	95.67	true
26	densenet1_stage1_relu6_fwd	Activation	56.33	45.33	11.00	true
27	densenet1_stage1_conv6_fwd	Convolution	16758.00	120.67	16637.33	true
28	densenet1_stage1_batchnorm7_fwd	BatchNorm	137.00	36.00	101.00	true
29	densenet1_stage1_relu7_fwd	Activation	43.67	36.00	7.67	true
30	densenet1_stage1_conv7_fwd	Convolution	40198.00	147.33	40050.67	true
31	densenet1_stage1_concat3	Concat	170.33	66.43	103.90	true
32	densenet1_stage1_batchnorm8_fwd	BatchNorm	145.67	56.00	89.67	true
33	densenet1_stage1_relu8_fwd	Activation	60.67	53.67	7.00	true
34	densenet1_stage1_conv8_fwd	Convolution	20088.67	138.33	19950.33	true
35	densenet1_stage1_batchnorm9_fwd	BatchNorm	140.00	36.00	104.00	true
36	densenet1_stage1_relu9_fwd	Activation	43.00	36.00	7.00	true
37	densenet1_stage1_conv9_fwd	Convolution	40262.00	146.67	40115.33	true
38	densenet1_stage1_concat4	Concat	183.00	76.14	106.86	true
39	densenet1_stage1_batchnorm10_fwd	BatchNorm	158.00	66.00	92.00	true
40	densenet1_stage1_relu10_fwd	Activation	72.33	62.00	10.33	true
41	densenet1_stage1_conv10_fwd	Convolution	23458.00	157.67	23300.33	true
42	densenet1_stage1_batchnorm11_fwd	BatchNorm	137.00	36.00	101.00	true
43	densenet1_stage1_relu11_fwd	Activation	42.67	36.00	6.67	true
44	densenet1_stage1_conv11_fwd	Convolution	40222.67	148.00	40074.67	true
45	densenet1_stage1_concat5	Concat	192.00	86.00	106.00	true
46	densenet1_batchnorm1_fwd	BatchNorm	171.67	73.67	98.00	true
47	densenet1_relu1_fwd	Activation	76.67	71.00	5.67	true
48	densenet1_conv1_fwd	Convolution	26844.33	176.00	26668.33	true
49	densenet1_pool1_fwd	Pooling	1732.00	31.33	1700.67	true
50	densenet1_stage2_batchnorm0_fwd	BatchNorm	103.00	10.00	93.00	true
51	densenet1_stage2_relu0_fwd	Activation	19.67	5.00	14.67	true
52	densenet1_stage2_conv0_fwd	Convolution	3391.33	67.00	3324.33	true
53	densenet1_stage2_batchnorm1_fwd	BatchNorm	82.67	9.00	73.67	true
54	densenet1_stage2_relu1_fwd	Activation	19.33	5.00	14.33	true
55	densenet1_stage2_conv1_fwd	Convolution	10000.33	72.00	9928.33	true
56	densenet1_stage2_concat0	Concat	106.00	18.71	87.29	true
57	densenet1_stage2_batchnorm2_fwd	BatchNorm	42.33	10.00	32.33	true
58	densenet1_stage2_relu2_fwd	Activation	22.33	6.00	16.33	true
59	densenet1_stage2_conv2_fwd	Convolution	4216.67	85.00	4131.67	true
60	densenet1_stage2_batchnorm3_fwd	BatchNorm	84.33	9.00	75.33	true
61	densenet1_stage2_relu3_fwd	Activation	19.00	5.00	14.00	true
62	densenet1_stage2_conv3_fwd	Convolution	9915.67	71.00	9844.67	true
63	densenet1_stage2_concat1	Concat	104.00	21.00	83.00	true
64	densenet1_stage2_batchnorm4_fwd	BatchNorm	42.33	10.67	31.67	true
65	densenet1_stage2_relu4_fwd	Activation	22.67	6.00	16.67	true
66	densenet1_stage2_conv4_fwd	Convolution	5065.67	98.00	4967.67	true
67	densenet1_stage2_batchnorm5_fwd	BatchNorm	91.00	9.00	82.00	true
68	densenet1_stage2_relu5_fwd	Activation	18.67	5.00	13.67	true
69	densenet1_stage2_conv5_fwd	Convolution	9936.67	71.00	9865.67	true
70	densenet1_stage2_concat2	Concat	106.00	24.14	81.86	true
71	densenet1_stage2_batchnorm6_fwd	BatchNorm	45.67	14.33	31.33	true
72	densenet1_stage2_relu6_fwd	Activation	27.00	7.00	20.00	true
73	densenet1_stage2_conv6_fwd	Convolution	5902.00	111.00	5791.00	true
74	densenet1_stage2_batchnorm7_fwd	BatchNorm	93.00	9.00	84.00	true
75	densenet1_stage2_relu7_fwd	Activation	19.33	5.00	14.33	true
76	densenet1_stage2_conv7_fwd	Convolution	9912.00	71.33	9840.67	true
77	densenet1_stage2_concat3	Concat	108.00	26.57	81.43	true
78	densenet1_stage2_batchnorm8_fwd	BatchNorm	52.33	19.00	33.33	true
79	densenet1_stage2_relu8_fwd	Activation	27.00	9.00	18.00	true
80	densenet1_stage2_conv8_fwd	Convolution	6754.67	124.00	6630.67	true
81	densenet1_stage2_batchnorm9_fwd	BatchNorm	95.00	9.00	86.00	true
82	densenet1_stage2_relu9_fwd	Activation	18.33	5.00	13.33	true
83	densenet1_stage2_conv9_fwd	Convolution	9910.33	71.00	9839.33	true
84	densenet1_stage2_concat4	Concat	113.00	29.43	83.57	true
85	densenet1_stage2_batchnorm10_fwd	BatchNorm	56.00	22.00	34.00	true
86	densenet1_stage2_relu10_fwd	Activation	30.00	11.00	19.00	true
87	densenet1_stage2_conv10_fwd	Convolution	7591.00	136.67	7454.33	true
88	densenet1_stage2_batchnorm11_fwd	BatchNorm	95.33	9.00	86.33	true
89	densenet1_stage2_relu11_fwd	Activation	18.67	5.00	13.67	true
90	densenet1_stage2_conv11_fwd	Convolution	9919.67	71.00	9848.67	true
91	densenet1_stage2_concat5	Concat	112.67	31.43	81.24	true
92	densenet1_stage2_batchnorm12_fwd	BatchNorm	56.00	26.00	30.00	true
93	densenet1_stage2_relu12_fwd	Activation	31.67	15.00	16.67	true
94	densenet1_stage2_conv12_fwd	Convolution	8438.00	149.67	8288.33	true
95	densenet1_stage2_batchnorm13_fwd	BatchNorm	97.67	9.00	88.67	true
96	densenet1_stage2_relu13_fwd	Activation	18.67	5.00	13.67	true
97	densenet1_stage2_conv13_fwd	Convolution	9907.33	71.00	9836.33	true
98	densenet1_stage2_concat6	Concat	108.00	34.71	73.29	true
99	densenet1_stage2_batchnorm14_fwd	BatchNorm	64.00	29.00	35.00	true
100	densenet1_stage2_relu14_fwd	Activation	34.33	19.00	15.33	true
101	densenet1_stage2_conv14_fwd	Convolution	9296.00	162.67	9133.33	true
102	densenet1_stage2_batchnorm15_fwd	BatchNorm	98.67	9.00	89.67	true
103	densenet1_stage2_relu15_fwd	Activation	18.67	5.00	13.67	true
104	densenet1_stage2_conv15_fwd	Convolution	9894.00	71.33	9822.67	true
105	densenet1_stage2_concat7	Concat	118.00	36.72	81.28	true
106	densenet1_stage2_batchnorm16_fwd	BatchNorm	57.33	31.00	26.33	true
107	densenet1_stage2_relu16_fwd	Activation	35.33	23.33	12.00	true
108	densenet1_stage2_conv16_fwd	Convolution	10744.00	176.00	10568.00	true
109	densenet1_stage2_batchnorm17_fwd	BatchNorm	96.00	9.67	86.33	true
110	densenet1_stage2_relu17_fwd	Activation	19.00	5.00	14.00	true
111	densenet1_stage2_conv17_fwd	Convolution	9915.67	71.00	9844.67	true
112	densenet1_stage2_concat8	Concat	113.67	39.71	73.95	true
113	densenet1_stage2_batchnorm18_fwd	BatchNorm	73.67	33.00	40.67	true
114	densenet1_stage2_relu18_fwd	Activation	38.33	27.00	11.33	true
115	densenet1_stage2_conv18_fwd	Convolution	11247.00	188.00	11059.00	true
116	densenet1_stage2_batchnorm19_fwd	BatchNorm	99.00	9.00	90.00	true
117	densenet1_stage2_relu19_fwd	Activation	18.67	5.00	13.67	true
118	densenet1_stage2_conv19_fwd	Convolution	9905.33	71.33	9834.00	true
119	densenet1_stage2_concat9	Concat	117.67	41.14	76.52	true
120	densenet1_stage2_batchnorm20_fwd	BatchNorm	62.67	36.67	26.00	true
121	densenet1_stage2_relu20_fwd	Activation	39.33	30.00	9.33	true
122	densenet1_stage2_conv20_fwd	Convolution	12105.33	201.00	11904.33	true
123	densenet1_stage2_batchnorm21_fwd	BatchNorm	95.00	9.33	85.67	true
124	densenet1_stage2_relu21_fwd	Activation	18.33	5.00	13.33	true
125	densenet1_stage2_conv21_fwd	Convolution	9893.00	70.00	9823.00	true
126	densenet1_stage2_concat10	Concat	116.00	44.43	71.57	true
127	densenet1_stage2_batchnorm22_fwd	BatchNorm	84.00	37.67	46.33	true
128	densenet1_stage2_relu22_fwd	Activation	42.00	34.00	8.00	true
129	densenet1_stage2_conv22_fwd	Convolution	12960.33	213.67	12746.67	true
130	densenet1_stage2_batchnorm23_fwd	BatchNorm	98.00	9.00	89.00	true
131	densenet1_stage2_relu23_fwd	Activation	19.00	5.00	14.00	true
132	densenet1_stage2_conv23_fwd	Convolution	9905.00	71.00	9834.00	true
133	densenet1_stage2_concat11	Concat	123.00	47.72	75.28	true
134	densenet1_batchnorm2_fwd	BatchNorm	67.00	40.00	27.00	true
135	densenet1_relu2_fwd	Activation	44.33	36.00	8.33	true
136	densenet1_conv2_fwd	Convolution	27024.00	280.00	26744.00	true
137	densenet1_pool2_fwd	Pooling	907.00	17.00	890.00	true
138	densenet1_stage3_batchnorm0_fwd	BatchNorm	98.33	6.00	92.33	true
139	densenet1_stage3_relu0_fwd	Activation	15.33	4.00	11.33	true
140	densenet1_stage3_conv0_fwd	Convolution	1761.00	114.00	1647.00	true
141	densenet1_stage3_batchnorm1_fwd	BatchNorm	46.33	5.00	41.33	true
142	densenet1_stage3_relu1_fwd	Activation	13.33	4.00	9.33	true
143	densenet1_stage3_conv1_fwd	Convolution	2566.33	73.33	2493.00	true
144	densenet1_stage3_concat0	Concat	74.33	12.29	62.05	true
145	densenet1_stage3_batchnorm2_fwd	BatchNorm	28.00	6.00	22.00	true
146	densenet1_stage3_relu2_fwd	Activation	16.00	4.00	12.00	true
147	densenet1_stage3_conv2_fwd	Convolution	1982.00	124.67	1857.33	true
148	densenet1_stage3_batchnorm3_fwd	BatchNorm	47.00	5.00	42.00	true
149	densenet1_stage3_relu3_fwd	Activation	13.67	4.00	9.67	true
150	densenet1_stage3_conv3_fwd	Convolution	2558.33	67.00	2491.33	true
151	densenet1_stage3_concat1	Concat	77.67	12.71	64.95	true
152	densenet1_stage3_batchnorm4_fwd	BatchNorm	28.33	6.33	22.00	true
153	densenet1_stage3_relu4_fwd	Activation	15.67	4.00	11.67	true
154	densenet1_stage3_conv4_fwd	Convolution	2198.67	135.33	2063.33	true
155	densenet1_stage3_batchnorm5_fwd	BatchNorm	47.67	5.00	42.67	true
156	densenet1_stage3_relu5_fwd	Activation	12.67	4.00	8.67	true
157	densenet1_stage3_conv5_fwd	Convolution	2572.33	67.00	2505.33	true
158	densenet1_stage3_concat2	Concat	81.00	13.29	67.71	true
159	densenet1_stage3_batchnorm6_fwd	BatchNorm	29.33	7.00	22.33	true
160	densenet1_stage3_relu6_fwd	Activation	16.00	4.67	11.33	true
161	densenet1_stage3_conv6_fwd	Convolution	2410.33	146.67	2263.67	true
162	densenet1_stage3_batchnorm7_fwd	BatchNorm	65.67	5.00	60.67	true
163	densenet1_stage3_relu7_fwd	Activation	14.00	4.00	10.00	true
164	densenet1_stage3_conv7_fwd	Convolution	2563.00	67.33	2495.67	true
165	densenet1_stage3_concat3	Concat	73.00	14.00	59.00	true
166	densenet1_stage3_batchnorm8_fwd	BatchNorm	30.33	7.33	23.00	true
167	densenet1_stage3_relu8_fwd	Activation	17.00	5.00	12.00	true
168	densenet1_stage3_conv8_fwd	Convolution	2717.00	158.00	2559.00	true
169	densenet1_stage3_batchnorm9_fwd	BatchNorm	75.33	5.00	70.33	true
170	densenet1_stage3_relu9_fwd	Activation	14.33	4.00	10.33	true
171	densenet1_stage3_conv9_fwd	Convolution	2567.00	66.67	2500.33	true
172	densenet1_stage3_concat4	Concat	76.67	15.00	61.67	true
173	densenet1_stage3_batchnorm10_fwd	BatchNorm	31.67	8.00	23.67	true
174	densenet1_stage3_relu10_fwd	Activation	17.67	5.00	12.67	true
175	densenet1_stage3_conv10_fwd	Convolution	2919.33	169.33	2750.00	true
176	densenet1_stage3_batchnorm11_fwd	BatchNorm	70.33	5.00	65.33	true
177	densenet1_stage3_relu11_fwd	Activation	13.67	4.00	9.67	true
178	densenet1_stage3_conv11_fwd	Convolution	2565.00	67.00	2498.00	true
179	densenet1_stage3_concat5	Concat	81.67	16.00	65.67	true
180	densenet1_stage3_batchnorm12_fwd	BatchNorm	32.33	9.00	23.33	true
181	densenet1_stage3_relu12_fwd	Activation	18.67	5.00	13.67	true
182	densenet1_stage3_conv12_fwd	Convolution	3133.33	180.00	2953.33	true
183	densenet1_stage3_batchnorm13_fwd	BatchNorm	76.67	5.00	71.67	true
184	densenet1_stage3_relu13_fwd	Activation	13.33	4.00	9.33	true
185	densenet1_stage3_conv13_fwd	Convolution	2565.00	66.33	2498.67	true
186	densenet1_stage3_concat6	Concat	75.00	16.00	59.00	true
187	densenet1_stage3_batchnorm14_fwd	BatchNorm	33.33	9.00	24.33	true
188	densenet1_stage3_relu14_fwd	Activation	18.67	5.00	13.67	true
189	densenet1_stage3_conv14_fwd	Convolution	3352.33	192.33	3160.00	true
190	densenet1_stage3_batchnorm15_fwd	BatchNorm	73.67	5.00	68.67	true
191	densenet1_stage3_relu15_fwd	Activation	13.00	4.00	9.00	true
192	densenet1_stage3_conv15_fwd	Convolution	2564.33	66.67	2497.67	true
193	densenet1_stage3_concat7	Concat	79.67	17.00	62.67	true
194	densenet1_stage3_batchnorm16_fwd	BatchNorm	34.00	9.00	25.00	true
195	densenet1_stage3_relu16_fwd	Activation	18.67	5.00	13.67	true
196	densenet1_stage3_conv16_fwd	Convolution	3583.33	203.67	3379.67	true
197	densenet1_stage3_batchnorm17_fwd	BatchNorm	81.33	5.00	76.33	true
198	densenet1_stage3_relu17_fwd	Activation	14.00	4.00	10.00	true
199	densenet1_stage3_conv17_fwd	Convolution	2557.67	67.67	2490.00	true
200	densenet1_stage3_concat8	Concat	79.33	18.29	61.05	true
201	densenet1_stage3_batchnorm18_fwd	BatchNorm	35.33	9.33	26.00	true
202	densenet1_stage3_relu18_fwd	Activation	20.00	5.67	14.33	true
203	densenet1_stage3_conv18_fwd	Convolution	3799.33	214.67	3584.67	true
204	densenet1_stage3_batchnorm19_fwd	BatchNorm	77.33	5.00	72.33	true
205	densenet1_stage3_relu19_fwd	Activation	13.33	4.00	9.33	true
206	densenet1_stage3_conv19_fwd	Convolution	2583.33	66.67	2516.67	true
207	densenet1_stage3_concat9	Concat	80.00	18.43	61.57	true
208	densenet1_stage3_batchnorm20_fwd	BatchNorm	36.00	10.00	26.00	true
209	densenet1_stage3_relu20_fwd	Activation	20.00	5.00	15.00	true
210	densenet1_stage3_conv20_fwd	Convolution	4017.00	225.67	3791.33	true
211	densenet1_stage3_batchnorm21_fwd	BatchNorm	82.00	5.00	77.00	true
212	densenet1_stage3_relu21_fwd	Activation	14.33	4.00	10.33	true
213	densenet1_stage3_conv21_fwd	Convolution	2576.67	67.67	2509.00	true
214	densenet1_stage3_concat10	Concat	81.67	19.00	62.67	true
215	densenet1_stage3_batchnorm22_fwd	BatchNorm	36.67	10.00	26.67	true
216	densenet1_stage3_relu22_fwd	Activation	20.67	6.00	14.67	true
217	densenet1_stage3_conv22_fwd	Convolution	4223.00	237.00	3986.00	true
218	densenet1_stage3_batchnorm23_fwd	BatchNorm	88.00	5.00	83.00	true
219	densenet1_stage3_relu23_fwd	Activation	14.00	4.00	10.00	true
220	densenet1_stage3_conv23_fwd	Convolution	2561.67	66.67	2495.00	true
221	densenet1_stage3_concat11	Concat	77.00	20.00	57.00	true
222	densenet1_stage3_batchnorm24_fwd	BatchNorm	38.00	10.00	28.00	true
223	densenet1_stage3_relu24_fwd	Activation	21.00	6.00	15.00	true
224	densenet1_stage3_conv24_fwd	Convolution	4449.00	249.67	4199.33	true
225	densenet1_stage3_batchnorm25_fwd	BatchNorm	86.67	5.00	81.67	true
226	densenet1_stage3_relu25_fwd	Activation	13.33	4.00	9.33	true
227	densenet1_stage3_conv25_fwd	Convolution	2563.00	67.00	2496.00	true
228	densenet1_stage3_concat12	Concat	79.33	21.00	58.33	true
229	densenet1_stage3_batchnorm26_fwd	BatchNorm	37.67	10.67	27.00	true
230	densenet1_stage3_relu26_fwd	Activation	21.33	6.00	15.33	true
231	densenet1_stage3_conv26_fwd	Convolution	4665.00	259.67	4405.33	true
232	densenet1_stage3_batchnorm27_fwd	BatchNorm	78.67	5.00	73.67	true
233	densenet1_stage3_relu27_fwd	Activation	14.00	4.00	10.00	true
234	densenet1_stage3_conv27_fwd	Convolution	2564.33	66.33	2498.00	true
235	densenet1_stage3_concat13	Concat	77.33	21.00	56.33	true
236	densenet1_stage3_batchnorm28_fwd	BatchNorm	39.67	11.00	28.67	true
237	densenet1_stage3_relu28_fwd	Activation	20.67	6.00	14.67	true
238	densenet1_stage3_conv28_fwd	Convolution	4892.33	271.67	4620.67	true
239	densenet1_stage3_batchnorm29_fwd	BatchNorm	78.33	5.00	73.33	true
240	densenet1_stage3_relu29_fwd	Activation	13.67	4.00	9.67	true
241	densenet1_stage3_conv29_fwd	Convolution	2579.67	66.33	2513.33	true
242	densenet1_stage3_concat14	Concat	82.67	22.00	60.67	true
243	densenet1_stage3_batchnorm30_fwd	BatchNorm	41.67	11.00	30.67	true
244	densenet1_stage3_relu30_fwd	Activation	23.00	6.00	17.00	true
245	densenet1_stage3_conv30_fwd	Convolution	5107.33	283.33	4824.00	true
246	densenet1_stage3_batchnorm31_fwd	BatchNorm	76.00	5.00	71.00	true
247	densenet1_stage3_relu31_fwd	Activation	14.33	4.00	10.33	true
248	densenet1_stage3_conv31_fwd	Convolution	2661.33	67.00	2594.33	true
249	densenet1_stage3_concat15	Concat	78.67	23.29	55.38	true
250	densenet1_stage3_batchnorm32_fwd	BatchNorm	42.67	11.67	31.00	true
251	densenet1_stage3_relu32_fwd	Activation	24.00	6.00	18.00	true
252	densenet1_stage3_conv32_fwd	Convolution	5407.00	294.67	5112.33	true
253	densenet1_stage3_batchnorm33_fwd	BatchNorm	81.33	5.00	76.33	true
254	densenet1_stage3_relu33_fwd	Activation	14.33	4.00	10.33	true
255	densenet1_stage3_conv33_fwd	Convolution	2589.67	67.00	2522.67	true
256	densenet1_stage3_concat16	Concat	82.67	23.43	59.24	true
257	densenet1_stage3_batchnorm34_fwd	BatchNorm	41.67	12.00	29.67	true
258	densenet1_stage3_relu34_fwd	Activation	23.67	6.00	17.67	true
259	densenet1_stage3_conv34_fwd	Convolution	5637.67	306.00	5331.67	true
260	densenet1_stage3_batchnorm35_fwd	BatchNorm	80.67	5.00	75.67	true
261	densenet1_stage3_relu35_fwd	Activation	14.00	4.00	10.00	true
262	densenet1_stage3_conv35_fwd	Convolution	2675.00	67.00	2608.00	true
263	densenet1_stage3_concat17	Concat	75.67	24.14	51.52	true
264	densenet1_stage3_batchnorm36_fwd	BatchNorm	43.33	12.67	30.67	true
265	densenet1_stage3_relu36_fwd	Activation	24.67	7.00	17.67	true
266	densenet1_stage3_conv36_fwd	Convolution	5934.67	317.33	5617.33	true
267	densenet1_stage3_batchnorm37_fwd	BatchNorm	86.67	5.00	81.67	true
268	densenet1_stage3_relu37_fwd	Activation	13.67	4.00	9.67	true
269	densenet1_stage3_conv37_fwd	Convolution	2754.00	67.33	2686.67	true
270	densenet1_stage3_concat18	Concat	78.33	25.71	52.62	true
271	densenet1_stage3_batchnorm38_fwd	BatchNorm	43.00	13.00	30.00	true
272	densenet1_stage3_relu38_fwd	Activation	24.33	7.00	17.33	true
273	densenet1_stage3_conv38_fwd	Convolution	6271.33	329.00	5942.33	true
274	densenet1_stage3_batchnorm39_fwd	BatchNorm	93.33	5.00	88.33	true
275	densenet1_stage3_relu39_fwd	Activation	14.00	4.00	10.00	true
276	densenet1_stage3_conv39_fwd	Convolution	2674.67	67.00	2607.67	true
277	densenet1_stage3_concat19	Concat	83.33	25.71	57.62	true
278	densenet1_stage3_batchnorm40_fwd	BatchNorm	46.33	15.00	31.33	true
279	densenet1_stage3_relu40_fwd	Activation	25.33	7.00	18.33	true
280	densenet1_stage3_conv40_fwd	Convolution	6268.00	341.67	5926.33	true
281	densenet1_stage3_batchnorm41_fwd	BatchNorm	88.33	5.00	83.33	true
282	densenet1_stage3_relu41_fwd	Activation	13.67	4.00	9.67	true
283	densenet1_stage3_conv41_fwd	Convolution	2609.67	68.00	2541.67	true
284	densenet1_stage3_concat20	Concat	86.67	26.71	59.95	true
285	densenet1_stage3_batchnorm42_fwd	BatchNorm	44.33	16.00	28.33	true
286	densenet1_stage3_relu42_fwd	Activation	26.00	8.00	18.00	true
287	densenet1_stage3_conv42_fwd	Convolution	6490.33	356.67	6133.67	true
288	densenet1_stage3_batchnorm43_fwd	BatchNorm	89.33	5.00	84.33	true
289	densenet1_stage3_relu43_fwd	Activation	14.00	4.00	10.00	true
290	densenet1_stage3_conv43_fwd	Convolution	2857.33	67.33	2790.00	true
291	densenet1_stage3_concat21	Concat	79.00	28.00	51.00	true
292	densenet1_stage3_batchnorm44_fwd	BatchNorm	49.00	17.00	32.00	true
293	densenet1_stage3_relu44_fwd	Activation	26.67	8.00	18.67	true
294	densenet1_stage3_conv44_fwd	Convolution	6938.00	374.67	6563.33	true
295	densenet1_stage3_batchnorm45_fwd	BatchNorm	88.67	5.00	83.67	true
296	densenet1_stage3_relu45_fwd	Activation	14.33	4.00	10.33	true
297	densenet1_stage3_conv45_fwd	Convolution	2586.00	67.33	2518.67	true
298	densenet1_stage3_concat22	Concat	79.67	29.00	50.67	true
299	densenet1_stage3_batchnorm46_fwd	BatchNorm	46.33	18.00	28.33	true
300	densenet1_stage3_relu46_fwd	Activation	26.33	8.00	18.33	true
301	densenet1_stage3_conv46_fwd	Convolution	6972.67	385.67	6587.00	true
302	densenet1_stage3_batchnorm47_fwd	BatchNorm	90.00	5.00	85.00	true
303	densenet1_stage3_relu47_fwd	Activation	13.67	4.00	9.67	true
304	densenet1_stage3_conv47_fwd	Convolution	2578.33	67.67	2510.67	true
305	densenet1_stage3_concat23	Concat	82.33	28.86	53.48	true
306	densenet1_stage3_batchnorm48_fwd	BatchNorm	49.00	19.33	29.67	true
307	densenet1_stage3_relu48_fwd	Activation	26.33	9.00	17.33	true
308	densenet1_stage3_conv48_fwd	Convolution	7100.33	400.67	6699.67	true
309	densenet1_stage3_batchnorm49_fwd	BatchNorm	87.67	5.33	82.33	true
310	densenet1_stage3_relu49_fwd	Activation	14.00	4.00	10.00	true
311	densenet1_stage3_conv49_fwd	Convolution	2560.00	67.33	2492.67	true
312	densenet1_stage3_concat24	Concat	78.33	29.71	48.62	true
313	densenet1_stage3_batchnorm50_fwd	BatchNorm	47.00	20.00	27.00	true
314	densenet1_stage3_relu50_fwd	Activation	27.33	9.00	18.33	true
315	densenet1_stage3_conv50_fwd	Convolution	7304.00	417.67	6886.33	true
316	densenet1_stage3_batchnorm51_fwd	BatchNorm	88.67	5.00	83.67	true
317	densenet1_stage3_relu51_fwd	Activation	14.00	4.00	10.00	true
318	densenet1_stage3_conv51_fwd	Convolution	2585.33	67.33	2518.00	true
319	densenet1_stage3_concat25	Concat	82.00	31.00	51.00	true
320	densenet1_stage3_batchnorm52_fwd	BatchNorm	51.67	21.33	30.33	true
321	densenet1_stage3_relu52_fwd	Activation	28.00	9.00	19.00	true
322	densenet1_stage3_conv52_fwd	Convolution	7538.67	431.00	7107.67	true
323	densenet1_stage3_batchnorm53_fwd	BatchNorm	90.00	5.00	85.00	true
324	densenet1_stage3_relu53_fwd	Activation	13.67	4.00	9.67	true
325	densenet1_stage3_conv53_fwd	Convolution	2571.00	67.67	2503.33	true
326	densenet1_stage3_concat26	Concat	91.00	30.43	60.57	true
327	densenet1_stage3_batchnorm54_fwd	BatchNorm	46.67	23.00	23.67	true
328	densenet1_stage3_relu54_fwd	Activation	28.67	10.33	18.33	true
329	densenet1_stage3_conv54_fwd	Convolution	7752.00	446.00	7306.00	true
330	densenet1_stage3_batchnorm55_fwd	BatchNorm	88.33	5.00	83.33	true
331	densenet1_stage3_relu55_fwd	Activation	15.33	4.00	11.33	true
332	densenet1_stage3_conv55_fwd	Convolution	2575.67	66.67	2509.00	true
333	densenet1_stage3_concat27	Concat	83.33	31.43	51.90	true
334	densenet1_stage3_batchnorm56_fwd	BatchNorm	52.00	23.67	28.33	true
335	densenet1_stage3_relu56_fwd	Activation	28.00	11.00	17.00	true
336	densenet1_stage3_conv56_fwd	Convolution	8003.00	461.33	7541.67	true
337	densenet1_stage3_batchnorm57_fwd	BatchNorm	89.33	5.00	84.33	true
338	densenet1_stage3_relu57_fwd	Activation	14.67	4.00	10.67	true
339	densenet1_stage3_conv57_fwd	Convolution	2633.67	67.00	2566.67	true
340	densenet1_stage3_concat28	Concat	82.67	32.14	50.52	true
341	densenet1_stage3_batchnorm58_fwd	BatchNorm	51.33	24.67	26.67	true
342	densenet1_stage3_relu58_fwd	Activation	30.00	12.00	18.00	true
343	densenet1_stage3_conv58_fwd	Convolution	8249.67	476.67	7773.00	true
344	densenet1_stage3_batchnorm59_fwd	BatchNorm	91.00	5.00	86.00	true
345	densenet1_stage3_relu59_fwd	Activation	14.00	4.00	10.00	true
346	densenet1_stage3_conv59_fwd	Convolution	2574.00	66.67	2507.33	true
347	densenet1_stage3_concat29	Concat	92.00	34.00	58.00	true
348	densenet1_stage3_batchnorm60_fwd	BatchNorm	54.67	26.00	28.67	true
349	densenet1_stage3_relu60_fwd	Activation	30.67	13.00	17.67	true
350	densenet1_stage3_conv60_fwd	Convolution	8450.00	488.67	7961.33	true
351	densenet1_stage3_batchnorm61_fwd	BatchNorm	90.00	5.00	85.00	true
352	densenet1_stage3_relu61_fwd	Activation	15.00	4.00	11.00	true
353	densenet1_stage3_conv61_fwd	Convolution	2586.00	67.33	2518.67	true
354	densenet1_stage3_concat30	Concat	89.33	34.14	55.19	true
355	densenet1_stage3_batchnorm62_fwd	BatchNorm	51.33	26.00	25.33	true
356	densenet1_stage3_relu62_fwd	Activation	30.67	14.00	16.67	true
357	densenet1_stage3_conv62_fwd	Convolution	8698.33	504.33	8194.00	true
358	densenet1_stage3_batchnorm63_fwd	BatchNorm	89.00	5.00	84.00	true
359	densenet1_stage3_relu63_fwd	Activation	13.33	4.00	9.33	true
360	densenet1_stage3_conv63_fwd	Convolution	2631.33	67.67	2563.67	true
361	densenet1_stage3_concat31	Concat	83.00	34.14	48.86	true
362	densenet1_stage3_batchnorm64_fwd	BatchNorm	57.33	27.00	30.33	true
363	densenet1_stage3_relu64_fwd	Activation	31.33	15.00	16.33	true
364	densenet1_stage3_conv64_fwd	Convolution	9056.00	521.67	8534.33	true
365	densenet1_stage3_batchnorm65_fwd	BatchNorm	88.33	5.00	83.33	true
366	densenet1_stage3_relu65_fwd	Activation	14.67	4.00	10.67	true
367	densenet1_stage3_conv65_fwd	Convolution	2665.00	66.33	2598.67	true
368	densenet1_stage3_concat32	Concat	86.00	35.43	50.57	true
369	densenet1_stage3_batchnorm66_fwd	BatchNorm	51.00	28.33	22.67	true
370	densenet1_stage3_relu66_fwd	Activation	32.00	16.00	16.00	true
371	densenet1_stage3_conv66_fwd	Convolution	9257.33	534.33	8723.00	true
372	densenet1_stage3_batchnorm67_fwd	BatchNorm	88.00	5.00	83.00	true
373	densenet1_stage3_relu67_fwd	Activation	14.33	4.00	10.33	true
374	densenet1_stage3_conv67_fwd	Convolution	2648.33	67.00	2581.33	true
375	densenet1_stage3_concat33	Concat	85.33	36.14	49.19	true
376	densenet1_stage3_batchnorm68_fwd	BatchNorm	56.67	29.00	27.67	true
377	densenet1_stage3_relu68_fwd	Activation	31.67	17.00	14.67	true
378	densenet1_stage3_conv68_fwd	Convolution	9639.33	543.00	9096.33	true
379	densenet1_stage3_batchnorm69_fwd	BatchNorm	89.00	5.00	84.00	true
380	densenet1_stage3_relu69_fwd	Activation	14.67	4.00	10.67	true
381	densenet1_stage3_conv69_fwd	Convolution	2903.00	66.67	2836.33	true
382	densenet1_stage3_concat34	Concat	88.67	36.72	51.95	true
383	densenet1_stage3_batchnorm70_fwd	BatchNorm	53.67	30.00	23.67	true
384	densenet1_stage3_relu70_fwd	Activation	33.67	18.00	15.67	true
385	densenet1_stage3_conv70_fwd	Convolution	9851.67	556.00	9295.67	true
386	densenet1_stage3_batchnorm71_fwd	BatchNorm	91.67	5.00	86.67	true
387	densenet1_stage3_relu71_fwd	Activation	14.67	4.00	10.67	true
388	densenet1_stage3_conv71_fwd	Convolution	2905.67	66.33	2839.33	true
389	densenet1_stage3_concat35	Concat	89.00	37.71	51.29	true
390	densenet1_batchnorm3_fwd	BatchNorm	62.33	30.33	32.00	true
391	densenet1_relu3_fwd	Activation	33.33	18.33	15.00	true
392	densenet1_conv3_fwd	Convolution	51624.00	485.67	51138.33	true
393	densenet1_pool3_fwd	Pooling	632.33	15.00	617.33	true
394	densenet1_stage4_batchnorm0_fwd	BatchNorm	97.67	7.00	90.67	true
395	densenet1_stage4_relu0_fwd	Activation	15.33	4.00	11.33	true
396	densenet1_stage4_conv0_fwd	Convolution	1788.00	238.00	1550.00	true
397	densenet1_stage4_batchnorm1_fwd	BatchNorm	35.67	4.00	31.67	true
398	densenet1_stage4_relu1_fwd	Activation	13.67	3.00	10.67	true
399	densenet1_stage4_conv1_fwd	Convolution	948.00	73.00	875.00	true
400	densenet1_stage4_concat0	Concat	29.67	10.00	19.67	true
401	densenet1_stage4_batchnorm2_fwd	BatchNorm	26.33	7.00	19.33	true
402	densenet1_stage4_relu2_fwd	Activation	14.33	4.00	10.33	true
403	densenet1_stage4_conv2_fwd	Convolution	1858.00	239.67	1618.33	true
404	densenet1_stage4_batchnorm3_fwd	BatchNorm	41.67	4.00	37.67	true
405	densenet1_stage4_relu3_fwd	Activation	13.67	3.00	10.67	true
406	densenet1_stage4_conv3_fwd	Convolution	941.00	71.00	870.00	true
407	densenet1_stage4_concat1	Concat	29.67	10.00	19.67	true
408	densenet1_stage4_batchnorm4_fwd	BatchNorm	27.33	7.00	20.33	true
409	densenet1_stage4_relu4_fwd	Activation	15.00	4.00	11.00	true
410	densenet1_stage4_conv4_fwd	Convolution	1937.67	245.00	1692.67	true
411	densenet1_stage4_batchnorm5_fwd	BatchNorm	36.67	4.00	32.67	true
412	densenet1_stage4_relu5_fwd	Activation	14.67	3.00	11.67	true
413	densenet1_stage4_conv5_fwd	Convolution	939.33	71.00	868.33	true
414	densenet1_stage4_concat2	Concat	31.33	10.00	21.33	true
415	densenet1_stage4_batchnorm6_fwd	BatchNorm	27.00	7.33	19.67	true
416	densenet1_stage4_relu6_fwd	Activation	16.33	4.00	12.33	true
417	densenet1_stage4_conv6_fwd	Convolution	2013.00	308.33	1704.67	true
418	densenet1_stage4_batchnorm7_fwd	BatchNorm	37.67	4.00	33.67	true
419	densenet1_stage4_relu7_fwd	Activation	14.00	3.00	11.00	true
420	densenet1_stage4_conv7_fwd	Convolution	951.67	67.67	884.00	true
421	densenet1_stage4_concat3	Concat	30.33	10.00	20.33	true
422	densenet1_stage4_batchnorm8_fwd	BatchNorm	26.67	7.00	19.67	true
423	densenet1_stage4_relu8_fwd	Activation	15.33	4.00	11.33	true
424	densenet1_stage4_conv8_fwd	Convolution	2079.00	317.33	1761.67	true
425	densenet1_stage4_batchnorm9_fwd	BatchNorm	54.33	4.00	50.33	true
426	densenet1_stage4_relu9_fwd	Activation	13.67	3.00	10.67	true
427	densenet1_stage4_conv9_fwd	Convolution	947.33	67.67	879.67	true
428	densenet1_stage4_concat4	Concat	29.67	10.00	19.67	true
429	densenet1_stage4_batchnorm10_fwd	BatchNorm	26.67	8.00	18.67	true
430	densenet1_stage4_relu10_fwd	Activation	14.33	4.00	10.33	true
431	densenet1_stage4_conv10_fwd	Convolution	2138.67	328.33	1810.33	true
432	densenet1_stage4_batchnorm11_fwd	BatchNorm	55.33	4.00	51.33	true
433	densenet1_stage4_relu11_fwd	Activation	13.67	3.00	10.67	true
434	densenet1_stage4_conv11_fwd	Convolution	954.33	68.00	886.33	true
435	densenet1_stage4_concat5	Concat	31.33	10.00	21.33	true
436	densenet1_stage4_batchnorm12_fwd	BatchNorm	27.33	8.00	19.33	true
437	densenet1_stage4_relu12_fwd	Activation	14.67	4.00	10.67	true
438	densenet1_stage4_conv12_fwd	Convolution	2225.00	340.33	1884.67	true
439	densenet1_stage4_batchnorm13_fwd	BatchNorm	56.67	4.00	52.67	true
440	densenet1_stage4_relu13_fwd	Activation	14.00	3.00	11.00	true
441	densenet1_stage4_conv13_fwd	Convolution	942.33	68.00	874.33	true
442	densenet1_stage4_concat6	Concat	30.67	10.00	20.67	true
443	densenet1_stage4_batchnorm14_fwd	BatchNorm	27.67	8.00	19.67	true
444	densenet1_stage4_relu14_fwd	Activation	16.00	4.00	12.00	true
445	densenet1_stage4_conv14_fwd	Convolution	2276.67	351.67	1925.00	true
446	densenet1_stage4_batchnorm15_fwd	BatchNorm	55.33	4.00	51.33	true
447	densenet1_stage4_relu15_fwd	Activation	15.67	3.00	12.67	true
448	densenet1_stage4_conv15_fwd	Convolution	945.67	68.00	877.67	true
449	densenet1_stage4_concat7	Concat	30.33	10.71	19.62	true
450	densenet1_stage4_batchnorm16_fwd	BatchNorm	27.67	8.00	19.67	true
451	densenet1_stage4_relu16_fwd	Activation	15.33	4.00	11.33	true
452	densenet1_stage4_conv16_fwd	Convolution	2341.67	361.33	1980.33	true
453	densenet1_stage4_batchnorm17_fwd	BatchNorm	55.67	4.00	51.67	true
454	densenet1_stage4_relu17_fwd	Activation	13.67	3.00	10.67	true
455	densenet1_stage4_conv17_fwd	Convolution	941.33	67.33	874.00	true
456	densenet1_stage4_concat8	Concat	30.67	11.00	19.67	true
457	densenet1_stage4_batchnorm18_fwd	BatchNorm	31.67	8.00	23.67	true
458	densenet1_stage4_relu18_fwd	Activation	16.00	4.00	12.00	true
459	densenet1_stage4_conv18_fwd	Convolution	2407.67	375.33	2032.33	true
460	densenet1_stage4_batchnorm19_fwd	BatchNorm	56.33	4.00	52.33	true
461	densenet1_stage4_relu19_fwd	Activation	14.33	3.00	11.33	true
462	densenet1_stage4_conv19_fwd	Convolution	939.33	67.00	872.33	true
463	densenet1_stage4_concat9	Concat	30.67	11.00	19.67	true
464	densenet1_stage4_batchnorm20_fwd	BatchNorm	29.00	9.00	20.00	true
465	densenet1_stage4_relu20_fwd	Activation	15.00	4.00	11.00	true
466	densenet1_stage4_conv20_fwd	Convolution	2484.33	385.33	2099.00	true
467	densenet1_stage4_batchnorm21_fwd	BatchNorm	55.00	4.00	51.00	true
468	densenet1_stage4_relu21_fwd	Activation	13.00	3.00	10.00	true
469	densenet1_stage4_conv21_fwd	Convolution	940.67	67.00	873.67	true
470	densenet1_stage4_concat10	Concat	30.67	11.00	19.67	true
471	densenet1_stage4_batchnorm22_fwd	BatchNorm	28.33	9.00	19.33	true
472	densenet1_stage4_relu22_fwd	Activation	15.67	4.00	11.67	true
473	densenet1_stage4_conv22_fwd	Convolution	2574.67	397.00	2177.67	true
474	densenet1_stage4_batchnorm23_fwd	BatchNorm	67.00	4.00	63.00	true
475	densenet1_stage4_relu23_fwd	Activation	14.00	3.00	11.00	true
476	densenet1_stage4_conv23_fwd	Convolution	950.67	67.00	883.67	true
477	densenet1_stage4_concat11	Concat	28.67	11.00	17.67	true
478	densenet1_stage4_batchnorm24_fwd	BatchNorm	27.00	9.00	18.00	true
479	densenet1_stage4_relu24_fwd	Activation	15.33	4.00	11.33	true
480	densenet1_stage4_conv24_fwd	Convolution	2626.00	409.33	2216.67	true
481	densenet1_stage4_batchnorm25_fwd	BatchNorm	61.33	4.00	57.33	true
482	densenet1_stage4_relu25_fwd	Activation	14.33	3.00	11.33	true
483	densenet1_stage4_conv25_fwd	Convolution	950.67	67.00	883.67	true
484	densenet1_stage4_concat12	Concat	31.00	11.00	20.00	true
485	densenet1_stage4_batchnorm26_fwd	BatchNorm	29.33	9.00	20.33	true
486	densenet1_stage4_relu26_fwd	Activation	15.67	4.00	11.67	true
487	densenet1_stage4_conv26_fwd	Convolution	2687.67	295.00	2392.67	true
488	densenet1_stage4_batchnorm27_fwd	BatchNorm	69.33	4.00	65.33	true
489	densenet1_stage4_relu27_fwd	Activation	13.67	3.00	10.67	true
490	densenet1_stage4_conv27_fwd	Convolution	943.67	71.00	872.67	true
491	densenet1_stage4_concat13	Concat	31.33	11.00	20.33	true
492	densenet1_stage4_batchnorm28_fwd	BatchNorm	29.00	9.00	20.00	true
493	densenet1_stage4_relu28_fwd	Activation	16.00	4.00	12.00	true
494	densenet1_stage4_conv28_fwd	Convolution	2760.67	300.33	2460.33	true
495	densenet1_stage4_batchnorm29_fwd	BatchNorm	69.67	4.00	65.67	true
496	densenet1_stage4_relu29_fwd	Activation	14.00	3.00	11.00	true
497	densenet1_stage4_conv29_fwd	Convolution	945.33	70.33	875.00	true
498	densenet1_stage4_concat14	Concat	31.67	12.00	19.67	true
499	densenet1_stage4_batchnorm30_fwd	BatchNorm	29.33	9.00	20.33	true
500	densenet1_stage4_relu30_fwd	Activation	15.67	4.00	11.67	true
501	densenet1_stage4_conv30_fwd	Convolution	2828.00	303.67	2524.33	true
502	densenet1_stage4_batchnorm31_fwd	BatchNorm	74.33	4.00	70.33	true
503	densenet1_stage4_relu31_fwd	Activation	12.67	3.00	9.67	true
504	densenet1_stage4_conv31_fwd	Convolution	945.33	71.00	874.33	true
505	densenet1_stage4_concat15	Concat	29.67	12.00	17.67	true
506	densenet1_stage4_batchnorm32_fwd	BatchNorm	30.33	9.00	21.33	true
507	densenet1_stage4_relu32_fwd	Activation	15.67	4.00	11.67	true
508	densenet1_stage4_conv32_fwd	Convolution	2901.00	309.33	2591.67	true
509	densenet1_stage4_batchnorm33_fwd	BatchNorm	70.33	4.00	66.33	true
510	densenet1_stage4_relu33_fwd	Activation	14.00	3.00	11.00	true
511	densenet1_stage4_conv33_fwd	Convolution	941.00	70.67	870.33	true
512	densenet1_stage4_concat16	Concat	32.33	12.00	20.33	true
513	densenet1_stage4_batchnorm34_fwd	BatchNorm	29.67	10.00	19.67	true
514	densenet1_stage4_relu34_fwd	Activation	16.33	4.00	12.33	true
515	densenet1_stage4_conv34_fwd	Convolution	2967.33	314.33	2653.00	true
516	densenet1_stage4_batchnorm35_fwd	BatchNorm	70.00	4.00	66.00	true
517	densenet1_stage4_relu35_fwd	Activation	14.67	3.00	11.67	true
518	densenet1_stage4_conv35_fwd	Convolution	943.00	70.33	872.67	true
519	densenet1_stage4_concat17	Concat	29.00	12.00	17.00	true
520	densenet1_stage4_batchnorm36_fwd	BatchNorm	28.33	10.00	18.33	true
521	densenet1_stage4_relu36_fwd	Activation	16.00	4.00	12.00	true
522	densenet1_stage4_conv36_fwd	Convolution	3036.67	320.33	2716.33	true
523	densenet1_stage4_batchnorm37_fwd	BatchNorm	76.67	4.00	72.67	true
524	densenet1_stage4_relu37_fwd	Activation	13.33	3.00	10.33	true
525	densenet1_stage4_conv37_fwd	Convolution	939.00	70.67	868.33	true
526	densenet1_stage4_concat18	Concat	33.00	12.00	21.00	true
527	densenet1_stage4_batchnorm38_fwd	BatchNorm	31.00	10.00	21.00	true
528	densenet1_stage4_relu38_fwd	Activation	16.67	4.00	12.67	true
529	densenet1_stage4_conv38_fwd	Convolution	3108.67	324.67	2784.00	true
530	densenet1_stage4_batchnorm39_fwd	BatchNorm	75.67	4.00	71.67	true
531	densenet1_stage4_relu39_fwd	Activation	14.00	3.00	11.00	true
532	densenet1_stage4_conv39_fwd	Convolution	940.67	70.00	870.67	true
533	densenet1_stage4_concat19	Concat	28.33	12.00	16.33	true
534	densenet1_stage4_batchnorm40_fwd	BatchNorm	29.33	10.00	19.33	true
535	densenet1_stage4_relu40_fwd	Activation	17.00	4.00	13.00	true
536	densenet1_stage4_conv40_fwd	Convolution	3191.33	328.67	2862.67	true
537	densenet1_stage4_batchnorm41_fwd	BatchNorm	86.33	4.00	82.33	true
538	densenet1_stage4_relu41_fwd	Activation	13.33	3.00	10.33	true
539	densenet1_stage4_conv41_fwd	Convolution	936.33	70.00	866.33	true
540	densenet1_stage4_concat20	Concat	33.33	12.00	21.33	true
541	densenet1_stage4_batchnorm42_fwd	BatchNorm	32.00	10.00	22.00	true
542	densenet1_stage4_relu42_fwd	Activation	16.67	4.00	12.67	true
543	densenet1_stage4_conv42_fwd	Convolution	3263.00	331.33	2931.67	true
544	densenet1_stage4_batchnorm43_fwd	BatchNorm	75.33	4.00	71.33	true
545	densenet1_stage4_relu43_fwd	Activation	13.33	3.00	10.33	true
546	densenet1_stage4_conv43_fwd	Convolution	949.33	70.00	879.33	true
547	densenet1_stage4_concat21	Concat	29.67	13.00	16.67	true
548	densenet1_stage4_batchnorm44_fwd	BatchNorm	29.33	10.00	19.33	true
549	densenet1_stage4_relu44_fwd	Activation	16.67	4.33	12.33	true
550	densenet1_stage4_conv44_fwd	Convolution	3323.67	336.67	2987.00	true
551	densenet1_stage4_batchnorm45_fwd	BatchNorm	83.00	4.00	79.00	true
552	densenet1_stage4_relu45_fwd	Activation	14.00	3.00	11.00	true
553	densenet1_stage4_conv45_fwd	Convolution	943.00	70.00	873.00	true
554	densenet1_stage4_concat22	Concat	32.67	13.00	19.67	true
555	densenet1_stage4_batchnorm46_fwd	BatchNorm	30.33	10.67	19.67	true
556	densenet1_stage4_relu46_fwd	Activation	16.67	5.00	11.67	true
557	densenet1_stage4_conv46_fwd	Convolution	3410.33	344.00	3066.33	true
558	densenet1_stage4_batchnorm47_fwd	BatchNorm	79.67	4.00	75.67	true
559	densenet1_stage4_relu47_fwd	Activation	14.33	3.00	11.33	true
560	densenet1_stage4_conv47_fwd	Convolution	941.00	70.00	871.00	true
561	densenet1_stage4_concat23	Concat	29.67	13.00	16.67	true
562	densenet1_batchnorm4_fwd	BatchNorm	30.00	10.67	19.33	true
563	densenet1_relu4_fwd	Activation	17.33	4.67	12.67	true
564	densenet1_pool4_fwd	Pooling	208.33	17.67	190.67	true
565	densenet1_flatten0_flatten0	Flatten	3.33	0.00	3.33	true
566	densenet1_dense0_fwd	FullyConnected	2856.00	82.67	2773.33	true

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