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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_achieved_occupancy (%)	layer_arithmetic_throughput (GFlops)	layer_memory_bound
1	resnetv24_conv0_fwd	Convolution	16191.67	154.67	16037.00	239239168	21.57	1546.80	true
2	resnetv24_batchnorm1_fwd	BatchNorm	541.00	64.67	476.33	4849664	94.50	74.99	true
3	resnetv24_relu0_fwd	Activation	141.00	60.00	81.00	802816	93.00	13.38	true
4	resnetv24_pool0_fwd	Pooling	2574.67	54.00	2520.67	200704	68.90	3.72	true
5	resnetv24_stage1_batchnorm0_fwd	BatchNorm	188.67	13.00	175.67	1236992	89.60	95.15	true
6	resnetv24_stage1_activation0	Activation	40.33	9.00	31.33	200704	42.30	22.30	true
7	resnetv24_stage1_conv0_fwd	Convolution	1882.00	41.00	1841.00	26624000	9.77	649.37	true
8	resnetv24_stage1_batchnorm1_fwd	BatchNorm	107.67	11.00	96.67	1236992	90.10	112.45	true
9	resnetv24_stage1_activation1	Activation	39.33	9.00	30.33	200704	42.40	22.30	true
10	resnetv24_stage1_conv1_fwd	Convolution	15627.67	99.00	15528.67	124444672	21.31	1257.02	true
11	resnetv24_stage1_batchnorm2_fwd	BatchNorm	113.33	11.00	102.33	1236992	90.60	112.45	true
12	resnetv24_stage1_activation2	Activation	40.67	9.00	31.67	200704	41.90	22.30	true
13	resnetv24_stage1_conv2_fwd	Convolution	5959.00	97.00	5862.00	106496000	21.30	1097.90	true
14	resnetv24_stage1_conv3_fwd	Convolution	5847.00	87.67	5759.33	106496000	20.76	1214.78	true
15	resnetv24_stage1__plus0	elemwise_add	165.33	79.67	85.67	802816	86.40	10.08	true
16	resnetv24_stage1_batchnorm3_fwd	BatchNorm	114.33	60.33	54.00	4947968	86.70	82.01	true
17	resnetv24_stage1_activation3	Activation	145.00	61.33	83.67	802816	93.00	13.09	true
18	resnetv24_stage1_conv4_fwd	Convolution	6278.67	100.00	6178.67	105267200	9.69	1052.67	true
19	resnetv24_stage1_batchnorm4_fwd	BatchNorm	110.67	10.00	100.67	1236992	91.30	123.70	true
20	resnetv24_stage1_activation4	Activation	39.67	9.00	30.67	200704	42.30	22.30	true
21	resnetv24_stage1_conv5_fwd	Convolution	15556.00	97.67	15458.33	124444672	21.27	1274.19	true
22	resnetv24_stage1_batchnorm5_fwd	BatchNorm	117.67	12.00	105.67	1236992	90.40	103.08	true
23	resnetv24_stage1_activation5	Activation	40.67	9.00	31.67	200704	41.90	22.30	true
24	resnetv24_stage1_conv6_fwd	Convolution	5966.67	96.33	5870.33	106496000	21.20	1105.50	true
25	resnetv24_stage1__plus1	elemwise_add	167.33	79.67	87.67	802816	86.50	10.08	true
26	resnetv24_stage1_batchnorm6_fwd	BatchNorm	125.67	60.67	65.00	4947968	87.10	81.56	true
27	resnetv24_stage1_activation6	Activation	139.33	61.00	78.33	802816	93.00	13.16	true
28	resnetv24_stage1_conv7_fwd	Convolution	6314.00	107.00	6207.00	105267200	9.69	983.81	true
29	resnetv24_stage1_batchnorm7_fwd	BatchNorm	112.00	11.00	101.00	1236992	91.00	112.45	true
30	resnetv24_stage1_activation7	Activation	39.67	9.00	30.67	200704	42.20	22.30	true
31	resnetv24_stage1_conv8_fwd	Convolution	15560.33	97.33	15463.00	124444672	21.30	1278.55	true
32	resnetv24_stage1_batchnorm8_fwd	BatchNorm	111.67	10.00	101.67	1236992	90.40	123.70	true
33	resnetv24_stage1_activation8	Activation	43.00	9.00	34.00	200704	41.80	22.30	true
34	resnetv24_stage1_conv9_fwd	Convolution	5920.00	96.33	5823.67	106496000	21.20	1105.50	true
35	resnetv24_stage1__plus2	elemwise_add	159.00	79.00	80.00	802816	86.30	10.16	true
36	resnetv24_stage2_batchnorm0_fwd	BatchNorm	116.67	62.00	54.67	4947968	87.20	79.81	true
37	resnetv24_stage2_activation0	Activation	134.67	61.67	73.00	802816	93.50	13.02	true
38	resnetv24_stage2_conv0_fwd	Convolution	11851.67	123.33	11728.33	210534400	19.37	1707.04	true
39	resnetv24_stage2_batchnorm1_fwd	BatchNorm	127.33	27.67	99.67	2473984	86.30	89.42	true
40	resnetv24_stage2_activation1	Activation	60.00	17.67	42.33	401408	43.20	22.72	true
41	resnetv24_stage2_conv1_fwd	Convolution	14052.33	272.33	13780.00	264470528	12.40	971.13	true
42	resnetv24_stage2_batchnorm2_fwd	BatchNorm	102.00	8.00	94.00	634880	85.10	79.36	true
43	resnetv24_stage2_activation2	Activation	23.33	7.00	16.33	100352	42.10	14.34	true
44	resnetv24_stage2_conv2_fwd	Convolution	5872.67	74.00	5798.67	118358016	19.61	1599.43	true
45	resnetv24_stage2_conv3_fwd	Convolution	11266.67	125.00	11141.67	235798528	19.84	1886.39	true
46	resnetv24_stage2__plus0	elemwise_add	117.33	35.33	82.00	401408	83.20	11.36	true
47	resnetv24_stage2_batchnorm3_fwd	BatchNorm	70.67	31.00	39.67	2539520	82.80	81.92	true
48	resnetv24_stage2_activation3	Activation	61.33	18.00	43.33	401408	42.20	22.30	true
49	resnetv24_stage2_conv4_fwd	Convolution	6065.67	150.67	5915.00	104957952	18.50	696.62	true
50	resnetv24_stage2_batchnorm4_fwd	BatchNorm	99.00	8.00	91.00	634880	87.00	79.36	true
51	resnetv24_stage2_activation4	Activation	20.00	7.00	13.00	100352	42.20	14.34	true
52	resnetv24_stage2_conv5_fwd	Convolution	13976.33	99.67	13876.67	141656064	28.88	1421.29	true
53	resnetv24_stage2_batchnorm5_fwd	BatchNorm	100.33	8.00	92.33	634880	86.20	79.36	true
54	resnetv24_stage2_activation5	Activation	20.00	7.00	13.00	100352	41.60	14.34	true
55	resnetv24_stage2_conv6_fwd	Convolution	5846.33	82.67	5763.67	118358016	19.52	1431.74	true
56	resnetv24_stage2__plus1	elemwise_add	113.67	28.00	85.67	401408	82.20	14.34	true
57	resnetv24_stage2_batchnorm6_fwd	BatchNorm	71.33	31.00	40.33	2539520	83.60	81.92	true
58	resnetv24_stage2_activation6	Activation	60.00	17.33	42.67	401408	42.80	23.16	true
59	resnetv24_stage2_conv7_fwd	Convolution	6086.33	149.67	5936.67	104957952	18.40	701.28	true
60	resnetv24_stage2_batchnorm7_fwd	BatchNorm	106.00	8.00	98.00	634880	86.40	79.36	true
61	resnetv24_stage2_activation7	Activation	17.33	7.00	10.33	100352	42.20	14.34	true
62	resnetv24_stage2_conv8_fwd	Convolution	14008.67	98.00	13910.67	141656064	28.96	1445.47	true
63	resnetv24_stage2_batchnorm8_fwd	BatchNorm	98.33	8.00	90.33	634880	86.30	79.36	true
64	resnetv24_stage2_activation8	Activation	19.33	7.00	12.33	100352	41.60	14.34	true
65	resnetv24_stage2_conv9_fwd	Convolution	5855.67	82.33	5773.33	118358016	19.33	1437.55	true
66	resnetv24_stage2__plus2	elemwise_add	99.00	27.33	71.67	401408	81.50	14.69	true
67	resnetv24_stage2_batchnorm9_fwd	BatchNorm	66.33	29.33	37.00	2539520	83.40	86.58	true
68	resnetv24_stage2_activation9	Activation	53.67	17.00	36.67	401408	42.60	23.61	true
69	resnetv24_stage2_conv10_fwd	Convolution	6044.67	148.00	5896.67	104957952	18.40	709.18	true
70	resnetv24_stage2_batchnorm10_fwd	BatchNorm	96.33	8.00	88.33	634880	86.70	79.36	true
71	resnetv24_stage2_activation10	Activation	17.00	7.00	10.00	100352	42.20	14.34	true
72	resnetv24_stage2_conv11_fwd	Convolution	14010.67	97.00	13913.67	141656064	28.64	1460.37	true
73	resnetv24_stage2_batchnorm11_fwd	BatchNorm	97.00	8.00	89.00	634880	84.40	79.36	true
74	resnetv24_stage2_activation11	Activation	17.00	7.00	10.00	100352	41.50	14.34	true
75	resnetv24_stage2_conv12_fwd	Convolution	5869.33	83.00	5786.33	118358016	19.43	1426.00	true
76	resnetv24_stage2__plus3	elemwise_add	103.67	26.67	77.00	401408	81.70	15.05	true
77	resnetv24_stage2_batchnorm12_fwd	BatchNorm	60.67	30.33	30.33	2539520	82.90	83.72	true
78	resnetv24_stage2_activation12	Activation	47.33	17.33	30.00	401408	42.70	23.16	true
79	resnetv24_stage2_conv13_fwd	Convolution	6084.00	148.67	5935.33	104957952	18.40	705.99	true
80	resnetv24_stage2_batchnorm13_fwd	BatchNorm	95.00	8.00	87.00	634880	85.20	79.36	true
81	resnetv24_stage2_activation13	Activation	20.00	7.00	13.00	100352	42.30	14.34	true
82	resnetv24_stage2_conv14_fwd	Convolution	13985.67	98.67	13887.00	141656064	28.52	1435.70	true
83	resnetv24_stage2_batchnorm14_fwd	BatchNorm	97.33	8.00	89.33	634880	86.00	79.36	true
84	resnetv24_stage2_activation14	Activation	18.00	7.00	11.00	100352	41.60	14.34	true
85	resnetv24_stage2_conv15_fwd	Convolution	5861.67	83.00	5778.67	118358016	19.52	1426.00	true
86	resnetv24_stage2__plus4	elemwise_add	97.33	28.00	69.33	401408	81.60	14.34	true
87	resnetv24_stage2_batchnorm15_fwd	BatchNorm	65.67	31.00	34.67	2539520	82.70	81.92	true
88	resnetv24_stage2_activation15	Activation	46.33	17.33	29.00	401408	42.80	23.16	true
89	resnetv24_stage2_conv16_fwd	Convolution	6067.00	149.00	5918.00	104957952	18.50	704.42	true
90	resnetv24_stage2_batchnorm16_fwd	BatchNorm	98.00	8.00	90.00	634880	85.30	79.36	true
91	resnetv24_stage2_activation16	Activation	17.00	7.00	10.00	100352	42.10	14.34	true
92	resnetv24_stage2_conv17_fwd	Convolution	14006.33	97.67	13908.67	141656064	28.77	1450.40	true
93	resnetv24_stage2_batchnorm17_fwd	BatchNorm	93.67	8.00	85.67	634880	84.50	79.36	true
94	resnetv24_stage2_activation17	Activation	17.33	7.00	10.33	100352	41.70	14.34	true
95	resnetv24_stage2_conv18_fwd	Convolution	5873.67	82.67	5791.00	118358016	19.52	1431.74	true
96	resnetv24_stage2__plus5	elemwise_add	101.00	27.33	73.67	401408	81.90	14.69	true
97	resnetv24_stage2_batchnorm18_fwd	BatchNorm	67.00	29.33	37.67	2539520	83.80	86.58	true
98	resnetv24_stage2_activation18	Activation	47.00	18.00	29.00	401408	42.70	22.30	true
99	resnetv24_stage2_conv19_fwd	Convolution	6088.67	148.67	5940.00	104957952	18.40	705.99	true
100	resnetv24_stage2_batchnorm19_fwd	BatchNorm	99.00	8.00	91.00	634880	85.10	79.36	true
101	resnetv24_stage2_activation19	Activation	18.67	7.00	11.67	100352	42.20	14.34	true
102	resnetv24_stage2_conv20_fwd	Convolution	13944.67	97.67	13847.00	141656064	28.77	1450.40	true
103	resnetv24_stage2_batchnorm20_fwd	BatchNorm	87.33	8.00	79.33	634880	84.90	79.36	true
104	resnetv24_stage2_activation20	Activation	18.33	7.00	11.33	100352	41.50	14.34	true
105	resnetv24_stage2_conv21_fwd	Convolution	5820.00	82.67	5737.33	118358016	19.80	1431.74	true
106	resnetv24_stage2__plus6	elemwise_add	95.00	27.33	67.67	401408	82.50	14.69	true
107	resnetv24_stage2_batchnorm21_fwd	BatchNorm	66.33	30.33	36.00	2539520	83.00	83.72	true
108	resnetv24_stage2_activation21	Activation	46.67	17.33	29.33	401408	42.60	23.16	true
109	resnetv24_stage2_conv22_fwd	Convolution	6080.33	149.67	5930.67	104957952	18.50	701.28	true
110	resnetv24_stage2_batchnorm22_fwd	BatchNorm	93.00	8.00	85.00	634880	87.80	79.36	true
111	resnetv24_stage2_activation22	Activation	17.00	7.00	10.00	100352	42.10	14.34	true
112	resnetv24_stage2_conv23_fwd	Convolution	13952.67	98.00	13854.67	141656064	28.79	1445.47	true
113	resnetv24_stage2_batchnorm23_fwd	BatchNorm	94.33	8.00	86.33	634880	85.90	79.36	true
114	resnetv24_stage2_activation23	Activation	17.00	7.00	10.00	100352	41.50	14.34	true
115	resnetv24_stage2_conv24_fwd	Convolution	5873.67	83.00	5790.67	118358016	19.62	1426.00	true
116	resnetv24_stage2__plus7	elemwise_add	98.33	27.00	71.33	401408	81.80	14.87	true
117	resnetv24_stage3_batchnorm0_fwd	BatchNorm	66.67	29.67	37.00	2539520	83.40	85.60	true
118	resnetv24_stage3_activation0	Activation	47.00	17.67	29.33	401408	42.70	22.72	true
119	resnetv24_stage3_conv0_fwd	Convolution	11222.33	127.00	11095.33	235339776	12.29	1853.07	true
120	resnetv24_stage3_batchnorm1_fwd	BatchNorm	114.67	12.00	102.67	1269760	87.30	105.81	true
121	resnetv24_stage3_activation1	Activation	28.67	9.00	19.67	200704	42.40	22.30	true
122	resnetv24_stage3_conv1_fwd	Convolution	13582.00	399.33	13182.67	264291328	10.86	661.83	true
123	resnetv24_stage3_batchnorm2_fwd	BatchNorm	91.33	7.00	84.33	317440	42.10	45.35	true
124	resnetv24_stage3_activation2	Activation	14.00	7.00	7.00	50176	36.60	7.17	true
125	resnetv24_stage3_conv2_fwd	Convolution	5670.67	77.00	5593.67	134742016	12.15	1749.90	true
126	resnetv24_stage3_conv3_fwd	Convolution	11212.33	137.67	11074.67	268959744	12.29	1953.70	true
127	resnetv24_stage3__plus0	elemwise_add	77.33	13.00	64.33	200704	82.60	15.44	true
128	resnetv24_stage3_batchnorm3_fwd	BatchNorm	50.33	14.00	36.33	1269760	76.50	90.70	true
129	resnetv24_stage3_activation3	Activation	27.00	9.00	18.00	200704	42.30	22.30	true
130	resnetv24_stage3_conv4_fwd	Convolution	5900.33	230.67	5669.67	134348800	12.28	582.44	true
131	resnetv24_stage3_batchnorm4_fwd	BatchNorm	87.67	7.00	80.67	317440	41.20	45.35	true
132	resnetv24_stage3_activation4	Activation	17.00	7.00	10.00	50176	35.60	7.17	true
133	resnetv24_stage3_conv5_fwd	Convolution	13510.33	166.67	13343.67	143884288	29.74	863.30	true
134	resnetv24_stage3_batchnorm5_fwd	BatchNorm	87.00	8.00	79.00	317440	41.60	39.68	true
135	resnetv24_stage3_activation5	Activation	15.33	7.33	8.00	50176	36.70	6.84	true
136	resnetv24_stage3_conv6_fwd	Convolution	5675.00	86.33	5588.67	134742016	12.10	1560.72	true
137	resnetv24_stage3__plus1	elemwise_add	82.33	12.00	70.33	200704	80.20	16.73	true
138	resnetv24_stage3_batchnorm6_fwd	BatchNorm	47.00	13.67	33.33	1269760	76.10	92.91	true
139	resnetv24_stage3_activation6	Activation	27.00	9.00	18.00	200704	42.20	22.30	true
140	resnetv24_stage3_conv7_fwd	Convolution	5835.67	231.67	5604.00	134348800	12.28	579.92	true
141	resnetv24_stage3_batchnorm7_fwd	BatchNorm	93.67	7.00	86.67	317440	41.20	45.35	true
142	resnetv24_stage3_activation7	Activation	13.67	7.00	6.67	50176	35.70	7.17	true
143	resnetv24_stage3_conv8_fwd	Convolution	13427.33	161.67	13265.67	143884288	29.82	890.00	true
144	resnetv24_stage3_batchnorm8_fwd	BatchNorm	91.67	7.00	84.67	317440	41.70	45.35	true
145	resnetv24_stage3_activation8	Activation	13.33	7.00	6.33	50176	36.50	7.17	true
146	resnetv24_stage3_conv9_fwd	Convolution	5640.67	85.00	5555.67	134742016	12.10	1585.20	true
147	resnetv24_stage3__plus2	elemwise_add	85.33	11.00	74.33	200704	80.20	18.25	true
148	resnetv24_stage3_batchnorm9_fwd	BatchNorm	49.33	14.00	35.33	1269760	75.30	90.70	true
149	resnetv24_stage3_activation9	Activation	27.33	9.00	18.33	200704	42.30	22.30	true
150	resnetv24_stage3_conv10_fwd	Convolution	5868.67	230.00	5638.67	134348800	12.28	584.13	true
151	resnetv24_stage3_batchnorm10_fwd	BatchNorm	89.33	7.00	82.33	317440	41.00	45.35	true
152	resnetv24_stage3_activation10	Activation	16.00	7.00	9.00	50176	35.50	7.17	true
153	resnetv24_stage3_conv11_fwd	Convolution	13434.33	160.33	13274.00	143884288	29.66	897.41	true
154	resnetv24_stage3_batchnorm11_fwd	BatchNorm	84.33	7.00	77.33	317440	42.00	45.35	true
155	resnetv24_stage3_activation11	Activation	15.00	7.33	7.67	50176	36.60	6.84	true
156	resnetv24_stage3_conv12_fwd	Convolution	5674.00	86.00	5588.00	134742016	12.10	1566.77	true
157	resnetv24_stage3__plus3	elemwise_add	81.67	11.33	70.33	200704	80.20	17.71	true
158	resnetv24_stage3_batchnorm12_fwd	BatchNorm	55.33	13.00	42.33	1269760	77.20	97.67	true
159	resnetv24_stage3_activation12	Activation	27.00	9.00	18.00	200704	42.30	22.30	true
160	resnetv24_stage3_conv13_fwd	Convolution	5825.33	230.67	5594.67	134348800	12.28	582.44	true
161	resnetv24_stage3_batchnorm13_fwd	BatchNorm	89.67	7.00	82.67	317440	41.80	45.35	true
162	resnetv24_stage3_activation13	Activation	17.00	7.00	10.00	50176	35.50	7.17	true
163	resnetv24_stage3_conv14_fwd	Convolution	13391.00	159.67	13231.33	143884288	29.67	901.16	true
164	resnetv24_stage3_batchnorm14_fwd	BatchNorm	84.67	7.67	77.00	317440	41.70	41.40	true
165	resnetv24_stage3_activation14	Activation	12.33	7.00	5.33	50176	36.70	7.17	true
166	resnetv24_stage3_conv15_fwd	Convolution	5668.00	85.33	5582.67	134742016	12.10	1579.01	true
167	resnetv24_stage3__plus4	elemwise_add	82.67	11.33	71.33	200704	80.60	17.71	true
168	resnetv24_stage3_batchnorm15_fwd	BatchNorm	55.33	13.00	42.33	1269760	75.00	97.67	true
169	resnetv24_stage3_activation15	Activation	27.00	9.00	18.00	200704	42.30	22.30	true
170	resnetv24_stage3_conv16_fwd	Convolution	5892.00	233.00	5659.00	134348800	12.28	576.60	true
171	resnetv24_stage3_batchnorm16_fwd	BatchNorm	94.00	7.00	87.00	317440	41.20	45.35	true
172	resnetv24_stage3_activation16	Activation	17.67	7.00	10.67	50176	35.30	7.17	true
173	resnetv24_stage3_conv17_fwd	Convolution	13471.33	160.67	13310.67	143884288	29.80	895.55	true
174	resnetv24_stage3_batchnorm17_fwd	BatchNorm	87.67	7.00	80.67	317440	41.50	45.35	true
175	resnetv24_stage3_activation17	Activation	18.67	7.33	11.33	50176	36.50	6.84	true
176	resnetv24_stage3_conv18_fwd	Convolution	5679.00	86.00	5593.00	134742016	12.10	1566.77	true
177	resnetv24_stage3__plus5	elemwise_add	83.33	11.00	72.33	200704	80.10	18.25	true
178	resnetv24_stage3_batchnorm18_fwd	BatchNorm	55.00	13.33	41.67	1269760	76.10	95.23	true
179	resnetv24_stage3_activation18	Activation	26.67	9.00	17.67	200704	42.30	22.30	true
180	resnetv24_stage3_conv19_fwd	Convolution	5826.00	232.33	5593.67	134348800	12.28	578.26	true
181	resnetv24_stage3_batchnorm19_fwd	BatchNorm	89.00	7.00	82.00	317440	41.30	45.35	true
182	resnetv24_stage3_activation19	Activation	18.33	7.00	11.33	50176	35.50	7.17	true
183	resnetv24_stage3_conv20_fwd	Convolution	13434.67	161.67	13273.00	143884288	29.93	890.01	true
184	resnetv24_stage3_batchnorm20_fwd	BatchNorm	90.33	7.00	83.33	317440	41.60	45.35	true
185	resnetv24_stage3_activation20	Activation	16.67	7.00	9.67	50176	36.50	7.17	true
186	resnetv24_stage3_conv21_fwd	Convolution	5661.00	86.00	5575.00	134742016	12.10	1566.77	true
187	resnetv24_stage3__plus6	elemwise_add	73.00	11.33	61.67	200704	80.20	17.71	true
188	resnetv24_stage3_batchnorm21_fwd	BatchNorm	55.33	13.00	42.33	1269760	75.50	97.67	true
189	resnetv24_stage3_activation21	Activation	27.00	9.00	18.00	200704	42.30	22.30	true
190	resnetv24_stage3_conv22_fwd	Convolution	5880.00	231.33	5648.67	134348800	12.28	580.76	true
191	resnetv24_stage3_batchnorm22_fwd	BatchNorm	89.00	7.00	82.00	317440	41.40	45.35	true
192	resnetv24_stage3_activation22	Activation	13.67	7.00	6.67	50176	35.50	7.17	true
193	resnetv24_stage3_conv23_fwd	Convolution	13430.00	161.33	13268.67	143884288	29.96	891.85	true
194	resnetv24_stage3_batchnorm23_fwd	BatchNorm	84.33	7.67	76.67	317440	42.00	41.40	true
195	resnetv24_stage3_activation23	Activation	13.67	7.33	6.33	50176	36.60	6.84	true
196	resnetv24_stage3_conv24_fwd	Convolution	5675.00	85.33	5589.67	134742016	12.10	1579.01	true
197	resnetv24_stage3__plus7	elemwise_add	81.33	11.00	70.33	200704	79.50	18.25	true
198	resnetv24_stage3_batchnorm24_fwd	BatchNorm	49.67	14.00	35.67	1269760	77.40	90.70	true
199	resnetv24_stage3_activation24	Activation	27.00	9.00	18.00	200704	42.30	22.30	true
200	resnetv24_stage3_conv25_fwd	Convolution	5823.67	230.00	5593.67	134348800	12.28	584.13	true
201	resnetv24_stage3_batchnorm25_fwd	BatchNorm	100.67	7.00	93.67	317440	41.80	45.35	true
202	resnetv24_stage3_activation25	Activation	13.33	7.00	6.33	50176	35.60	7.17	true
203	resnetv24_stage3_conv26_fwd	Convolution	13404.33	161.67	13242.67	143884288	30.08	890.00	true
204	resnetv24_stage3_batchnorm26_fwd	BatchNorm	87.67	7.00	80.67	317440	41.60	45.35	true
205	resnetv24_stage3_activation26	Activation	18.00	7.33	10.67	50176	36.60	6.84	true
206	resnetv24_stage3_conv27_fwd	Convolution	5656.33	86.00	5570.33	134742016	12.10	1566.77	true
207	resnetv24_stage3__plus8	elemwise_add	83.33	11.67	71.67	200704	79.80	17.20	true
208	resnetv24_stage3_batchnorm27_fwd	BatchNorm	51.67	13.00	38.67	1269760	75.10	97.67	true
209	resnetv24_stage3_activation27	Activation	27.00	9.00	18.00	200704	42.30	22.30	true
210	resnetv24_stage3_conv28_fwd	Convolution	5903.00	230.00	5673.00	134348800	12.28	584.13	true
211	resnetv24_stage3_batchnorm28_fwd	BatchNorm	88.00	7.00	81.00	317440	41.50	45.35	true
212	resnetv24_stage3_activation28	Activation	18.00	7.00	11.00	50176	35.30	7.17	true
213	resnetv24_stage3_conv29_fwd	Convolution	13461.33	160.67	13300.67	143884288	29.92	895.54	true
214	resnetv24_stage3_batchnorm29_fwd	BatchNorm	88.00	7.00	81.00	317440	41.50	45.35	true
215	resnetv24_stage3_activation29	Activation	14.00	7.33	6.67	50176	36.50	6.84	true
216	resnetv24_stage3_conv30_fwd	Convolution	5684.33	86.33	5598.00	134742016	12.11	1560.72	true
217	resnetv24_stage3__plus9	elemwise_add	79.00	11.00	68.00	200704	80.90	18.25	true
218	resnetv24_stage3_batchnorm30_fwd	BatchNorm	47.33	13.00	34.33	1269760	75.30	97.67	true
219	resnetv24_stage3_activation30	Activation	26.67	9.00	17.67	200704	42.40	22.30	true
220	resnetv24_stage3_conv31_fwd	Convolution	5813.00	232.00	5581.00	134348800	12.28	579.09	true
221	resnetv24_stage3_batchnorm31_fwd	BatchNorm	86.33	7.00	79.33	317440	41.00	45.35	true
222	resnetv24_stage3_activation31	Activation	12.33	7.00	5.33	50176	35.60	7.17	true
223	resnetv24_stage3_conv32_fwd	Convolution	13427.67	160.00	13267.67	143884288	29.84	899.28	true
224	resnetv24_stage3_batchnorm32_fwd	BatchNorm	88.67	7.00	81.67	317440	41.60	45.35	true
225	resnetv24_stage3_activation32	Activation	15.00	7.00	8.00	50176	36.70	7.17	true
226	resnetv24_stage3_conv33_fwd	Convolution	5661.33	86.00	5575.33	134742016	12.10	1566.77	true
227	resnetv24_stage3__plus10	elemwise_add	81.33	11.33	70.00	200704	80.20	17.71	true
228	resnetv24_stage3_batchnorm33_fwd	BatchNorm	51.00	13.00	38.00	1269760	75.30	97.67	true
229	resnetv24_stage3_activation33	Activation	29.67	9.00	20.67	200704	42.20	22.30	true
230	resnetv24_stage3_conv34_fwd	Convolution	5884.00	231.00	5653.00	134348800	12.28	581.60	true
231	resnetv24_stage3_batchnorm34_fwd	BatchNorm	87.67	7.00	80.67	317440	40.90	45.35	true
232	resnetv24_stage3_activation34	Activation	17.67	7.00	10.67	50176	35.20	7.17	true
233	resnetv24_stage3_conv35_fwd	Convolution	13466.00	161.00	13305.00	143884288	29.72	893.69	true
234	resnetv24_stage3_batchnorm35_fwd	BatchNorm	88.33	7.00	81.33	317440	41.60	45.35	true
235	resnetv24_stage3_activation35	Activation	13.00	7.67	5.33	50176	36.70	6.54	true
236	resnetv24_stage3_conv36_fwd	Convolution	5678.00	85.67	5592.33	134742016	12.10	1572.86	true
237	resnetv24_stage3__plus11	elemwise_add	81.67	11.67	70.00	200704	78.70	17.20	true
238	resnetv24_stage3_batchnorm36_fwd	BatchNorm	52.33	13.00	39.33	1269760	74.20	97.67	true
239	resnetv24_stage3_activation36	Activation	26.67	9.00	17.67	200704	42.40	22.30	true
240	resnetv24_stage3_conv37_fwd	Convolution	5842.00	230.33	5611.67	134348800	12.28	583.28	true
241	resnetv24_stage3_batchnorm37_fwd	BatchNorm	90.67	7.00	83.67	317440	41.10	45.35	true
242	resnetv24_stage3_activation37	Activation	14.33	7.00	7.33	50176	35.70	7.17	true
243	resnetv24_stage3_conv38_fwd	Convolution	13417.33	161.33	13256.00	143884288	30.13	891.84	true
244	resnetv24_stage3_batchnorm38_fwd	BatchNorm	84.00	7.00	77.00	317440	41.50	45.35	true
245	resnetv24_stage3_activation38	Activation	17.67	7.33	10.33	50176	36.60	6.84	true
246	resnetv24_stage3_conv39_fwd	Convolution	5680.00	86.00	5594.00	134742016	12.10	1566.77	true
247	resnetv24_stage3__plus12	elemwise_add	81.00	11.33	69.67	200704	79.80	17.71	true
248	resnetv24_stage3_batchnorm39_fwd	BatchNorm	53.67	13.00	40.67	1269760	74.20	97.67	true
249	resnetv24_stage3_activation39	Activation	27.67	9.00	18.67	200704	42.20	22.30	true
250	resnetv24_stage3_conv40_fwd	Convolution	5912.00	230.00	5682.00	134348800	12.37	584.13	true
251	resnetv24_stage3_batchnorm40_fwd	BatchNorm	89.67	7.00	82.67	317440	40.70	45.35	true
252	resnetv24_stage3_activation40	Activation	13.00	7.00	6.00	50176	35.20	7.17	true
253	resnetv24_stage3_conv41_fwd	Convolution	13452.33	160.67	13291.67	143884288	29.60	895.54	true
254	resnetv24_stage3_batchnorm41_fwd	BatchNorm	85.00	7.00	78.00	317440	41.40	45.35	true
255	resnetv24_stage3_activation41	Activation	17.33	7.00	10.33	50176	36.40	7.17	true
256	resnetv24_stage3_conv42_fwd	Convolution	5682.33	85.33	5597.00	134742016	12.10	1579.01	true
257	resnetv24_stage3__plus13	elemwise_add	80.00	11.67	68.33	200704	80.10	17.20	true
258	resnetv24_stage3_batchnorm42_fwd	BatchNorm	49.33	13.00	36.33	1269760	74.60	97.67	true
259	resnetv24_stage3_activation42	Activation	26.67	9.00	17.67	200704	42.30	22.30	true
260	resnetv24_stage3_conv43_fwd	Convolution	5827.67	232.67	5595.00	134348800	12.28	577.43	true
261	resnetv24_stage3_batchnorm43_fwd	BatchNorm	80.67	7.00	73.67	317440	41.80	45.35	true
262	resnetv24_stage3_activation43	Activation	17.33	7.00	10.33	50176	35.80	7.17	true
263	resnetv24_stage3_conv44_fwd	Convolution	13411.67	160.67	13251.00	143884288	29.74	895.54	true
264	resnetv24_stage3_batchnorm44_fwd	BatchNorm	83.33	7.33	76.00	317440	41.90	43.29	true
265	resnetv24_stage3_activation44	Activation	21.67	7.00	14.67	50176	36.60	7.17	true
266	resnetv24_stage3_conv45_fwd	Convolution	5647.33	86.33	5561.00	134742016	12.11	1560.72	true
267	resnetv24_stage3__plus14	elemwise_add	74.33	11.00	63.33	200704	78.60	18.25	true
268	resnetv24_stage3_batchnorm45_fwd	BatchNorm	53.00	14.00	39.00	1269760	76.20	90.70	true
269	resnetv24_stage3_activation45	Activation	27.00	9.00	18.00	200704	42.40	22.30	true
270	resnetv24_stage3_conv46_fwd	Convolution	5882.67	231.00	5651.67	134348800	12.28	581.60	true
271	resnetv24_stage3_batchnorm46_fwd	BatchNorm	83.67	7.00	76.67	317440	41.50	45.35	true
272	resnetv24_stage3_activation46	Activation	12.33	7.00	5.33	50176	35.40	7.17	true
273	resnetv24_stage3_conv47_fwd	Convolution	13426.67	160.33	13266.33	143884288	29.83	897.41	true
274	resnetv24_stage3_batchnorm47_fwd	BatchNorm	87.67	7.00	80.67	317440	41.60	45.35	true
275	resnetv24_stage3_activation47	Activation	12.67	7.33	5.33	50176	36.60	6.84	true
276	resnetv24_stage3_conv48_fwd	Convolution	5693.33	86.00	5607.33	134742016	12.10	1566.77	true
277	resnetv24_stage3__plus15	elemwise_add	76.67	11.67	65.00	200704	80.20	17.20	true
278	resnetv24_stage3_batchnorm48_fwd	BatchNorm	49.67	13.00	36.67	1269760	74.10	97.67	true
279	resnetv24_stage3_activation48	Activation	26.33	9.00	17.33	200704	42.30	22.30	true
280	resnetv24_stage3_conv49_fwd	Convolution	5831.67	230.33	5601.33	134348800	12.28	583.28	true
281	resnetv24_stage3_batchnorm49_fwd	BatchNorm	91.00	7.00	84.00	317440	40.90	45.35	true
282	resnetv24_stage3_activation49	Activation	15.67	7.00	8.67	50176	35.80	7.17	true
283	resnetv24_stage3_conv50_fwd	Convolution	13428.00	161.33	13266.67	143884288	29.92	891.85	true
284	resnetv24_stage3_batchnorm50_fwd	BatchNorm	81.00	7.33	73.67	317440	41.90	43.29	true
285	resnetv24_stage3_activation50	Activation	16.33	7.33	9.00	50176	36.70	6.84	true
286	resnetv24_stage3_conv51_fwd	Convolution	5675.33	86.00	5589.33	134742016	12.10	1566.77	true
287	resnetv24_stage3__plus16	elemwise_add	80.00	11.00	69.00	200704	79.10	18.25	true
288	resnetv24_stage3_batchnorm51_fwd	BatchNorm	47.67	13.00	34.67	1269760	74.70	97.67	true
289	resnetv24_stage3_activation51	Activation	27.00	9.00	18.00	200704	42.20	22.30	true
290	resnetv24_stage3_conv52_fwd	Convolution	5896.00	233.67	5662.33	134348800	12.28	574.96	true
291	resnetv24_stage3_batchnorm52_fwd	BatchNorm	88.00	7.00	81.00	317440	40.70	45.35	true
292	resnetv24_stage3_activation52	Activation	13.00	7.00	6.00	50176	35.20	7.17	true
293	resnetv24_stage3_conv53_fwd	Convolution	13440.67	159.33	13281.33	143884288	29.65	903.04	true
294	resnetv24_stage3_batchnorm53_fwd	BatchNorm	85.00	7.00	78.00	317440	41.60	45.35	true
295	resnetv24_stage3_activation53	Activation	17.33	7.00	10.33	50176	36.60	7.17	true
296	resnetv24_stage3_conv54_fwd	Convolution	5667.00	86.00	5581.00	134742016	12.10	1566.77	true
297	resnetv24_stage3__plus17	elemwise_add	82.33	11.33	71.00	200704	80.10	17.71	true
298	resnetv24_stage3_batchnorm54_fwd	BatchNorm	47.33	13.00	34.33	1269760	75.70	97.67	true
299	resnetv24_stage3_activation54	Activation	26.67	9.00	17.67	200704	42.30	22.30	true
300	resnetv24_stage3_conv55_fwd	Convolution	5840.33	230.33	5610.00	134348800	12.28	583.28	true
301	resnetv24_stage3_batchnorm55_fwd	BatchNorm	89.33	7.00	82.33	317440	41.20	45.35	true
302	resnetv24_stage3_activation55	Activation	17.00	7.00	10.00	50176	35.60	7.17	true
303	resnetv24_stage3_conv56_fwd	Convolution	13440.00	160.33	13279.67	143884288	29.99	897.41	true
304	resnetv24_stage3_batchnorm56_fwd	BatchNorm	91.67	7.00	84.67	317440	41.40	45.35	true
305	resnetv24_stage3_activation56	Activation	12.67	7.00	5.67	50176	36.70	7.17	true
306	resnetv24_stage3_conv57_fwd	Convolution	5662.33	86.00	5576.33	134742016	12.10	1566.77	true
307	resnetv24_stage3__plus18	elemwise_add	84.00	11.67	72.33	200704	79.60	17.20	true
308	resnetv24_stage3_batchnorm57_fwd	BatchNorm	55.67	13.00	42.67	1269760	74.10	97.67	true
309	resnetv24_stage3_activation57	Activation	27.00	9.00	18.00	200704	42.30	22.30	true
310	resnetv24_stage3_conv58_fwd	Convolution	5864.33	232.67	5631.67	134348800	12.28	577.43	true
311	resnetv24_stage3_batchnorm58_fwd	BatchNorm	83.67	7.00	76.67	317440	41.10	45.35	true
312	resnetv24_stage3_activation58	Activation	17.67	7.00	10.67	50176	35.40	7.17	true
313	resnetv24_stage3_conv59_fwd	Convolution	13478.67	160.33	13318.33	143884288	29.65	897.41	true
314	resnetv24_stage3_batchnorm59_fwd	BatchNorm	89.67	7.00	82.67	317440	41.60	45.35	true
315	resnetv24_stage3_activation59	Activation	17.67	7.67	10.00	50176	36.70	6.54	true
316	resnetv24_stage3_conv60_fwd	Convolution	5715.33	85.00	5630.33	134742016	12.09	1585.20	true
317	resnetv24_stage3__plus19	elemwise_add	84.00	11.00	73.00	200704	79.50	18.25	true
318	resnetv24_stage3_batchnorm60_fwd	BatchNorm	50.67	13.33	37.33	1269760	74.40	95.23	true
319	resnetv24_stage3_activation60	Activation	27.00	9.00	18.00	200704	42.20	22.30	true
320	resnetv24_stage3_conv61_fwd	Convolution	5839.33	233.00	5606.33	134348800	12.28	576.60	true
321	resnetv24_stage3_batchnorm61_fwd	BatchNorm	86.33	7.00	79.33	317440	41.10	45.35	true
322	resnetv24_stage3_activation61	Activation	18.33	7.00	11.33	50176	35.60	7.17	true
323	resnetv24_stage3_conv62_fwd	Convolution	13416.67	160.67	13256.00	143884288	29.77	895.54	true
324	resnetv24_stage3_batchnorm62_fwd	BatchNorm	86.67	7.00	79.67	317440	41.50	45.35	true
325	resnetv24_stage3_activation62	Activation	12.67	7.33	5.33	50176	36.50	6.84	true
326	resnetv24_stage3_conv63_fwd	Convolution	5665.00	86.00	5579.00	134742016	12.10	1566.77	true
327	resnetv24_stage3__plus20	elemwise_add	82.33	11.33	71.00	200704	78.90	17.71	true
328	resnetv24_stage3_batchnorm63_fwd	BatchNorm	46.67	13.00	33.67	1269760	74.20	97.67	true
329	resnetv24_stage3_activation63	Activation	29.67	9.00	20.67	200704	42.30	22.30	true
330	resnetv24_stage3_conv64_fwd	Convolution	5864.00	232.33	5631.67	134348800	12.28	578.26	true
331	resnetv24_stage3_batchnorm64_fwd	BatchNorm	83.67	7.00	76.67	317440	40.90	45.35	true
332	resnetv24_stage3_activation64	Activation	13.67	7.00	6.67	50176	35.30	7.17	true
333	resnetv24_stage3_conv65_fwd	Convolution	13465.33	160.00	13305.33	143884288	29.65	899.28	true
334	resnetv24_stage3_batchnorm65_fwd	BatchNorm	88.67	7.00	81.67	317440	41.40	45.35	true
335	resnetv24_stage3_activation65	Activation	15.67	7.00	8.67	50176	36.50	7.17	true
336	resnetv24_stage3_conv66_fwd	Convolution	5680.00	86.00	5594.00	134742016	12.10	1566.77	true
337	resnetv24_stage3__plus21	elemwise_add	86.33	11.67	74.67	200704	78.50	17.20	true
338	resnetv24_stage3_batchnorm66_fwd	BatchNorm	53.00	13.00	40.00	1269760	73.90	97.67	true
339	resnetv24_stage3_activation66	Activation	27.00	9.00	18.00	200704	42.20	22.30	true
340	resnetv24_stage3_conv67_fwd	Convolution	5812.00	233.67	5578.33	134348800	12.28	574.96	true
341	resnetv24_stage3_batchnorm67_fwd	BatchNorm	82.33	7.00	75.33	317440	41.20	45.35	true
342	resnetv24_stage3_activation67	Activation	20.00	7.00	13.00	50176	35.60	7.17	true
343	resnetv24_stage3_conv68_fwd	Convolution	13404.00	159.33	13244.67	143884288	29.78	903.04	true
344	resnetv24_stage3_batchnorm68_fwd	BatchNorm	83.00	7.00	76.00	317440	41.40	45.35	true
345	resnetv24_stage3_activation68	Activation	16.67	7.00	9.67	50176	36.50	7.17	true
346	resnetv24_stage3_conv69_fwd	Convolution	5650.67	85.67	5565.00	134742016	12.10	1572.86	true
347	resnetv24_stage3__plus22	elemwise_add	78.67	11.33	67.33	200704	78.90	17.71	true
348	resnetv24_stage3_batchnorm69_fwd	BatchNorm	48.33	13.00	35.33	1269760	74.60	97.67	true
349	resnetv24_stage3_activation69	Activation	27.33	9.00	18.33	200704	42.10	22.30	true
350	resnetv24_stage3_conv70_fwd	Convolution	5875.00	231.00	5644.00	134348800	12.28	581.60	true
351	resnetv24_stage3_batchnorm70_fwd	BatchNorm	82.67	7.00	75.67	317440	41.30	45.35	true
352	resnetv24_stage3_activation70	Activation	16.67	7.00	9.67	50176	35.40	7.17	true
353	resnetv24_stage3_conv71_fwd	Convolution	13451.33	159.33	13292.00	143884288	29.60	903.04	true
354	resnetv24_stage3_batchnorm71_fwd	BatchNorm	86.33	7.33	79.00	317440	42.00	43.29	true
355	resnetv24_stage3_activation71	Activation	17.67	7.00	10.67	50176	36.70	7.17	true
356	resnetv24_stage3_conv72_fwd	Convolution	5674.67	85.33	5589.33	134742016	12.10	1579.01	true
357	resnetv24_stage3__plus23	elemwise_add	79.67	11.33	68.33	200704	79.30	17.71	true
358	resnetv24_stage3_batchnorm72_fwd	BatchNorm	55.33	14.00	41.33	1269760	76.10	90.70	true
359	resnetv24_stage3_activation72	Activation	27.00	9.00	18.00	200704	42.20	22.30	true
360	resnetv24_stage3_conv73_fwd	Convolution	5828.33	232.00	5596.33	134348800	12.28	579.09	true
361	resnetv24_stage3_batchnorm73_fwd	BatchNorm	84.33	7.00	77.33	317440	41.70	45.35	true
362	resnetv24_stage3_activation73	Activation	14.33	7.00	7.33	50176	35.40	7.17	true
363	resnetv24_stage3_conv74_fwd	Convolution	13427.67	158.67	13269.00	143884288	29.86	906.83	true
364	resnetv24_stage3_batchnorm74_fwd	BatchNorm	83.33	7.00	76.33	317440	41.40	45.35	true
365	resnetv24_stage3_activation74	Activation	18.33	7.00	11.33	50176	36.50	7.17	true
366	resnetv24_stage3_conv75_fwd	Convolution	5672.00	85.67	5586.33	134742016	12.10	1572.86	true
367	resnetv24_stage3__plus24	elemwise_add	76.67	11.00	65.67	200704	79.10	18.25	true
368	resnetv24_stage3_batchnorm75_fwd	BatchNorm	50.00	13.00	37.00	1269760	74.10	97.67	true
369	resnetv24_stage3_activation75	Activation	27.67	9.00	18.67	200704	42.20	22.30	true
370	resnetv24_stage3_conv76_fwd	Convolution	5858.33	230.67	5627.67	134348800	12.28	582.44	true
371	resnetv24_stage3_batchnorm76_fwd	BatchNorm	84.00	7.00	77.00	317440	41.00	45.35	true
372	resnetv24_stage3_activation76	Activation	14.00	7.00	7.00	50176	35.30	7.17	true
373	resnetv24_stage3_conv77_fwd	Convolution	13458.00	159.67	13298.33	143884288	29.63	901.16	true
374	resnetv24_stage3_batchnorm77_fwd	BatchNorm	85.67	7.00	78.67	317440	41.50	45.35	true
375	resnetv24_stage3_activation77	Activation	13.67	7.33	6.33	50176	36.50	6.84	true
376	resnetv24_stage3_conv78_fwd	Convolution	5663.33	85.67	5577.67	134742016	12.10	1572.86	true
377	resnetv24_stage3__plus25	elemwise_add	82.33	12.00	70.33	200704	78.90	16.73	true
378	resnetv24_stage3_batchnorm78_fwd	BatchNorm	54.00	13.00	41.00	1269760	74.10	97.67	true
379	resnetv24_stage3_activation78	Activation	27.00	9.00	18.00	200704	42.30	22.30	true
380	resnetv24_stage3_conv79_fwd	Convolution	5833.67	230.33	5603.33	134348800	12.28	583.28	true
381	resnetv24_stage3_batchnorm79_fwd	BatchNorm	87.33	7.00	80.33	317440	40.90	45.35	true
382	resnetv24_stage3_activation79	Activation	15.33	7.00	8.33	50176	35.50	7.17	true
383	resnetv24_stage3_conv80_fwd	Convolution	13400.00	160.33	13239.67	143884288	29.73	897.40	true
384	resnetv24_stage3_batchnorm80_fwd	BatchNorm	84.33	7.00	77.33	317440	41.60	45.35	true
385	resnetv24_stage3_activation80	Activation	17.67	7.00	10.67	50176	36.60	7.17	true
386	resnetv24_stage3_conv81_fwd	Convolution	5639.33	85.67	5553.67	134742016	12.10	1572.86	true
387	resnetv24_stage3__plus26	elemwise_add	74.33	11.00	63.33	200704	78.70	18.25	true
388	resnetv24_stage3_batchnorm81_fwd	BatchNorm	51.00	13.00	38.00	1269760	74.40	97.67	true
389	resnetv24_stage3_activation81	Activation	27.00	9.00	18.00	200704	42.30	22.30	true
390	resnetv24_stage3_conv82_fwd	Convolution	5868.00	231.67	5636.33	134348800	12.28	579.92	true
391	resnetv24_stage3_batchnorm82_fwd	BatchNorm	88.33	7.00	81.33	317440	40.70	45.35	true
392	resnetv24_stage3_activation82	Activation	16.33	7.00	9.33	50176	35.20	7.17	true
393	resnetv24_stage3_conv83_fwd	Convolution	13446.00	160.33	13285.67	143884288	29.88	897.41	true
394	resnetv24_stage3_batchnorm83_fwd	BatchNorm	84.00	7.00	77.00	317440	41.60	45.35	true
395	resnetv24_stage3_activation83	Activation	18.33	7.00	11.33	50176	36.40	7.17	true
396	resnetv24_stage3_conv84_fwd	Convolution	5659.00	85.00	5574.00	134742016	12.09	1585.20	true
397	resnetv24_stage3__plus27	elemwise_add	76.00	11.67	64.33	200704	80.10	17.20	true
398	resnetv24_stage3_batchnorm84_fwd	BatchNorm	50.33	13.00	37.33	1269760	74.50	97.67	true
399	resnetv24_stage3_activation84	Activation	26.33	9.00	17.33	200704	42.30	22.30	true
400	resnetv24_stage3_conv85_fwd	Convolution	5842.33	234.67	5607.67	134348800	12.28	572.51	true
401	resnetv24_stage3_batchnorm85_fwd	BatchNorm	84.33	7.00	77.33	317440	41.30	45.35	true
402	resnetv24_stage3_activation85	Activation	12.00	7.00	5.00	50176	35.60	7.17	true
403	resnetv24_stage3_conv86_fwd	Convolution	13446.00	162.00	13284.00	143884288	29.95	888.17	true
404	resnetv24_stage3_batchnorm86_fwd	BatchNorm	91.33	7.00	84.33	317440	41.80	45.35	true
405	resnetv24_stage3_activation86	Activation	17.33	7.33	10.00	50176	36.60	6.84	true
406	resnetv24_stage3_conv87_fwd	Convolution	5651.67	86.00	5565.67	134742016	12.10	1566.77	true
407	resnetv24_stage3__plus28	elemwise_add	73.67	11.00	62.67	200704	79.00	18.25	true
408	resnetv24_stage3_batchnorm87_fwd	BatchNorm	51.00	14.00	37.00	1269760	75.90	90.70	true
409	resnetv24_stage3_activation87	Activation	27.33	9.00	18.33	200704	42.10	22.30	true
410	resnetv24_stage3_conv88_fwd	Convolution	5868.00	230.33	5637.67	134348800	12.28	583.28	true
411	resnetv24_stage3_batchnorm88_fwd	BatchNorm	87.00	7.00	80.00	317440	41.50	45.35	true
412	resnetv24_stage3_activation88	Activation	16.67	7.00	9.67	50176	35.20	7.17	true
413	resnetv24_stage3_conv89_fwd	Convolution	13457.00	161.00	13296.00	143884288	29.91	893.69	true
414	resnetv24_stage3_batchnorm89_fwd	BatchNorm	85.00	7.67	77.33	317440	41.90	41.40	true
415	resnetv24_stage3_activation89	Activation	16.67	7.00	9.67	50176	36.50	7.17	true
416	resnetv24_stage3_conv90_fwd	Convolution	5651.33	86.33	5565.00	134742016	12.11	1560.72	true
417	resnetv24_stage3__plus29	elemwise_add	80.00	11.67	68.33	200704	78.90	17.20	true
418	resnetv24_stage3_batchnorm90_fwd	BatchNorm	50.67	13.33	37.33	1269760	75.30	95.23	true
419	resnetv24_stage3_activation90	Activation	26.00	9.00	17.00	200704	42.30	22.30	true
420	resnetv24_stage3_conv91_fwd	Convolution	5808.33	230.67	5577.67	134348800	12.28	582.44	true
421	resnetv24_stage3_batchnorm91_fwd	BatchNorm	88.33	7.00	81.33	317440	41.50	45.35	true
422	resnetv24_stage3_activation91	Activation	14.33	7.00	7.33	50176	35.40	7.17	true
423	resnetv24_stage3_conv92_fwd	Convolution	13437.33	161.33	13276.00	143884288	29.71	891.84	true
424	resnetv24_stage3_batchnorm92_fwd	BatchNorm	83.00	7.00	76.00	317440	41.80	45.35	true
425	resnetv24_stage3_activation92	Activation	12.00	7.67	4.33	50176	36.50	6.54	true
426	resnetv24_stage3_conv93_fwd	Convolution	5646.33	86.00	5560.33	134742016	12.10	1566.77	true
427	resnetv24_stage3__plus30	elemwise_add	74.33	11.00	63.33	200704	79.20	18.25	true
428	resnetv24_stage3_batchnorm93_fwd	BatchNorm	56.67	14.00	42.67	1269760	75.50	90.70	true
429	resnetv24_stage3_activation93	Activation	27.67	9.00	18.67	200704	42.10	22.30	true
430	resnetv24_stage3_conv94_fwd	Convolution	5887.00	230.67	5656.33	134348800	12.28	582.44	true
431	resnetv24_stage3_batchnorm94_fwd	BatchNorm	90.00	7.00	83.00	317440	41.30	45.35	true
432	resnetv24_stage3_activation94	Activation	16.33	7.00	9.33	50176	35.50	7.17	true
433	resnetv24_stage3_conv95_fwd	Convolution	13448.33	159.67	13288.67	143884288	29.74	901.15	true
434	resnetv24_stage3_batchnorm95_fwd	BatchNorm	90.00	7.00	83.00	317440	41.30	45.35	true
435	resnetv24_stage3_activation95	Activation	16.00	7.00	9.00	50176	36.50	7.17	true
436	resnetv24_stage3_conv96_fwd	Convolution	5655.67	85.67	5570.00	134742016	12.10	1572.86	true
437	resnetv24_stage3__plus31	elemwise_add	77.00	11.00	66.00	200704	78.80	18.25	true
438	resnetv24_stage3_batchnorm96_fwd	BatchNorm	50.33	13.00	37.33	1269760	74.40	97.67	true
439	resnetv24_stage3_activation96	Activation	26.67	9.00	17.67	200704	42.30	22.30	true
440	resnetv24_stage3_conv97_fwd	Convolution	5821.33	231.00	5590.33	134348800	12.28	581.60	true
441	resnetv24_stage3_batchnorm97_fwd	BatchNorm	85.67	7.00	78.67	317440	41.10	45.35	true
442	resnetv24_stage3_activation97	Activation	18.67	7.00	11.67	50176	35.50	7.17	true
443	resnetv24_stage3_conv98_fwd	Convolution	13407.00	160.67	13246.33	143884288	29.84	895.55	true
444	resnetv24_stage3_batchnorm98_fwd	BatchNorm	87.33	7.00	80.33	317440	41.40	45.35	true
445	resnetv24_stage3_activation98	Activation	16.33	7.00	9.33	50176	36.70	7.17	true
446	resnetv24_stage3_conv99_fwd	Convolution	5657.00	85.67	5571.33	134742016	12.10	1572.86	true
447	resnetv24_stage3__plus32	elemwise_add	74.33	11.67	62.67	200704	79.70	17.20	true
448	resnetv24_stage3_batchnorm99_fwd	BatchNorm	53.00	13.00	40.00	1269760	74.40	97.67	true
449	resnetv24_stage3_activation99	Activation	27.00	9.00	18.00	200704	42.30	22.30	true
450	resnetv24_stage3_conv100_fwd	Convolution	5869.33	230.33	5639.00	134348800	12.28	583.28	true
451	resnetv24_stage3_batchnorm100_fwd	BatchNorm	88.00	7.00	81.00	317440	40.80	45.35	true
452	resnetv24_stage3_activation100	Activation	23.00	7.00	16.00	50176	35.20	7.17	true
453	resnetv24_stage3_conv101_fwd	Convolution	13450.67	160.33	13290.33	143884288	29.70	897.41	true
454	resnetv24_stage3_batchnorm101_fwd	BatchNorm	82.00	7.00	75.00	317440	41.40	45.35	true
455	resnetv24_stage3_activation101	Activation	24.00	7.33	16.67	50176	36.40	6.84	true
456	resnetv24_stage3_conv102_fwd	Convolution	5657.67	86.00	5571.67	134742016	12.10	1566.77	true
457	resnetv24_stage3__plus33	elemwise_add	80.67	11.33	69.33	200704	79.60	17.71	true
458	resnetv24_stage3_batchnorm102_fwd	BatchNorm	53.00	13.00	40.00	1269760	73.90	97.67	true
459	resnetv24_stage3_activation102	Activation	26.67	9.00	17.67	200704	42.30	22.30	true
460	resnetv24_stage3_conv103_fwd	Convolution	5826.33	231.00	5595.33	134348800	12.38	581.60	true
461	resnetv24_stage3_batchnorm103_fwd	BatchNorm	85.67	7.00	78.67	317440	41.40	45.35	true
462	resnetv24_stage3_activation103	Activation	19.00	7.00	12.00	50176	35.90	7.17	true
463	resnetv24_stage3_conv104_fwd	Convolution	13417.00	160.33	13256.67	143884288	29.79	897.41	true
464	resnetv24_stage3_batchnorm104_fwd	BatchNorm	90.00	7.00	83.00	317440	41.50	45.35	true
465	resnetv24_stage3_activation104	Activation	19.00	7.67	11.33	50176	36.50	6.54	true
466	resnetv24_stage3_conv105_fwd	Convolution	5651.00	85.67	5565.33	134742016	12.10	1572.86	true
467	resnetv24_stage3__plus34	elemwise_add	75.33	11.33	64.00	200704	79.60	17.71	true
468	resnetv24_stage3_batchnorm105_fwd	BatchNorm	48.33	13.00	35.33	1269760	74.40	97.67	true
469	resnetv24_stage3_activation105	Activation	26.33	9.00	17.33	200704	42.30	22.30	true
470	resnetv24_stage3_conv106_fwd	Convolution	5869.00	231.67	5637.33	134348800	12.28	579.92	true
471	resnetv24_stage3_batchnorm106_fwd	BatchNorm	87.00	7.00	80.00	317440	41.40	45.35	true
472	resnetv24_stage3_activation106	Activation	19.67	7.00	12.67	50176	35.40	7.17	true
473	resnetv24_stage3_conv107_fwd	Convolution	13453.00	160.33	13292.67	143884288	29.78	897.40	true
474	resnetv24_stage3_batchnorm107_fwd	BatchNorm	88.67	7.33	81.33	317440	41.60	43.29	true
475	resnetv24_stage3_activation107	Activation	13.00	7.00	6.00	50176	36.50	7.17	true
476	resnetv24_stage3_conv108_fwd	Convolution	5681.00	86.33	5594.67	134742016	12.11	1560.72	true
477	resnetv24_stage3__plus35	elemwise_add	77.67	11.00	66.67	200704	80.70	18.25	true
478	resnetv24_stage4_batchnorm0_fwd	BatchNorm	52.33	14.00	38.33	1269760	76.10	90.70	true
479	resnetv24_stage4_activation0	Activation	26.33	9.00	17.33	200704	42.20	22.30	true
480	resnetv24_stage4_conv0_fwd	Convolution	11384.67	236.33	11148.33	268697600	12.38	1136.94	true
481	resnetv24_stage4_batchnorm1_fwd	BatchNorm	105.67	9.00	96.67	634880	75.80	70.54	true
482	resnetv24_stage4_activation1	Activation	17.67	7.00	10.67	100352	42.20	14.34	true
483	resnetv24_stage4_conv1_fwd	Convolution	16639.67	667.33	15972.33	302014976	5.78	452.57	true
484	resnetv24_stage4_batchnorm2_fwd	BatchNorm	94.00	7.00	87.00	175616	67.30	25.09	true
485	resnetv24_stage4_activation2	Activation	13.33	6.00	7.33	25088	41.00	4.18	true
486	resnetv24_stage4_conv2_fwd	Convolution	6944.33	138.67	6805.67	268959744	12.27	1939.61	true
487	resnetv24_stage4_conv3_fwd	Convolution	13890.67	256.33	13634.33	537395200	12.37	2096.47	true
488	resnetv24_stage4__plus0	elemwise_add	67.67	8.00	59.67	100352	80.00	12.54	true
489	resnetv24_stage4_batchnorm3_fwd	BatchNorm	52.00	13.00	39.00	702464	71.20	54.04	true
490	resnetv24_stage4_activation3	Activation	17.33	7.00	10.33	100352	42.00	14.34	true
491	resnetv24_stage4_conv4_fwd	Convolution	7189.67	399.33	6790.33	134242816	5.13	336.17	true
492	resnetv24_stage4_batchnorm4_fwd	BatchNorm	89.00	7.00	82.00	175616	65.80	25.09	true
493	resnetv24_stage4_activation4	Activation	13.00	6.00	7.00	25088	40.90	4.18	true
494	resnetv24_stage4_conv5_fwd	Convolution	16740.67	484.00	16256.67	294748160	37.08	608.98	true
495	resnetv24_stage4_batchnorm5_fwd	BatchNorm	81.67	7.00	74.67	175616	66.80	25.09	true
496	resnetv24_stage4_activation5	Activation	11.33	6.00	5.33	25088	41.00	4.18	true
497	resnetv24_stage4_conv6_fwd	Convolution	6966.00	150.67	6815.33	268959744	12.23	1785.13	true
498	resnetv24_stage4__plus1	elemwise_add	68.33	8.00	60.33	100352	80.20	12.54	true
499	resnetv24_stage4_batchnorm6_fwd	BatchNorm	46.00	12.00	34.00	702464	70.30	58.54	true
500	resnetv24_stage4_activation6	Activation	17.00	7.00	10.00	100352	42.00	14.34	true
501	resnetv24_stage4_conv7_fwd	Convolution	7112.00	397.33	6714.67	134242816	5.11	337.86	true
502	resnetv24_stage4_batchnorm7_fwd	BatchNorm	87.00	7.00	80.00	175616	66.30	25.09	true
503	resnetv24_stage4_activation7	Activation	10.33	6.00	4.33	25088	41.00	4.18	true
504	resnetv24_stage4_conv8_fwd	Convolution	16500.67	485.67	16015.00	294748160	37.31	606.89	true
505	resnetv24_stage4_batchnorm8_fwd	BatchNorm	92.67	7.00	85.67	175616	68.90	25.09	true
506	resnetv24_stage4_activation8	Activation	13.33	6.00	7.33	25088	41.10	4.18	true
507	resnetv24_stage4_conv9_fwd	Convolution	6960.00	150.67	6809.33	268959744	12.23	1785.13	true
508	resnetv24_stage4__plus2	elemwise_add	67.67	8.00	59.67	100352	80.40	12.54	true
509	resnetv24_batchnorm2_fwd	BatchNorm	48.33	13.00	35.33	702464	70.40	54.04	true
510	resnetv24_relu1_fwd	Activation	17.33	7.00	10.33	100352	42.10	14.34	true
511	resnetv24_pool1_fwd	Pooling	148.33	21.00	127.33	144688	12.00	6.89	true
512	resnetv24_flatten0_flatten0	Flatten	4.00	0.00	4.00	0	0.00	0.00	true
513	resnetv24_dense0_fwd	FullyConnected	2347.33	82.67	2264.67	4496000	46.85	54.39	true

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