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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	resnetv13_batchnorm0_fwd	BatchNorm	207.00	11.00	196.00	true
2	resnetv13_relu0_fwd	Activation	154.00	7.00	147.00	true
3	resnetv13_pool0_fwd	Pooling	2839.67	9.67	2830.00	true
4	resnetv13_stage1_conv0_fwd	Convolution	1922.67	15.00	1907.67	true
5	resnetv13_stage1_batchnorm0_fwd	BatchNorm	78.00	4.00	74.00	true
6	resnetv13_stage1_relu0_fwd	Activation	41.00	3.00	38.00	true
7	resnetv13_stage1_conv1_fwd	Convolution	14769.33	28.00	14741.33	true
8	resnetv13_stage1_batchnorm1_fwd	BatchNorm	110.67	4.00	106.67	true
9	resnetv13_stage1_relu1_fwd	Activation	40.33	3.00	37.33	true
10	resnetv13_stage1_conv2_fwd	Convolution	6208.67	34.00	6174.67	true
11	resnetv13_stage1_batchnorm2_fwd	BatchNorm	455.33	9.00	446.33	true
12	resnetv13_stage1_conv3_fwd	Convolution	5981.00	24.67	5956.33	true
13	resnetv13_stage1_batchnorm3_fwd	BatchNorm	629.67	8.67	621.00	true
14	add_resnetv13_stage1_activation0	add_relu	189.00	15.67	173.33	true
15	resnetv13_stage1_conv4_fwd	Convolution	6343.00	32.33	6310.67	true
16	resnetv13_stage1_batchnorm4_fwd	BatchNorm	29.33	4.00	25.33	true
17	resnetv13_stage1_relu2_fwd	Activation	31.33	3.00	28.33	true
18	resnetv13_stage1_conv5_fwd	Convolution	14156.67	28.00	14128.67	true
19	resnetv13_stage1_batchnorm5_fwd	BatchNorm	98.33	4.33	94.00	true
20	resnetv13_stage1_relu3_fwd	Activation	35.00	3.33	31.67	true
21	resnetv13_stage1_conv6_fwd	Convolution	5930.33	34.00	5896.33	true
22	resnetv13_stage1_batchnorm6_fwd	BatchNorm	130.67	8.67	122.00	true
23	add_resnetv13_stage1_activation1	add_relu	186.00	12.00	174.00	true
24	resnetv13_stage1_conv7_fwd	Convolution	6187.33	31.33	6156.00	true
25	resnetv13_stage1_batchnorm7_fwd	BatchNorm	28.00	4.33	23.67	true
26	resnetv13_stage1_relu4_fwd	Activation	41.00	3.67	37.33	true
27	resnetv13_stage1_conv8_fwd	Convolution	14295.67	28.00	14267.67	true
28	resnetv13_stage1_batchnorm8_fwd	BatchNorm	100.67	4.00	96.67	true
29	resnetv13_stage1_relu5_fwd	Activation	38.33	3.00	35.33	true
30	resnetv13_stage1_conv9_fwd	Convolution	5945.00	34.33	5910.67	true
31	resnetv13_stage1_batchnorm9_fwd	BatchNorm	98.67	9.33	89.33	true
32	add_resnetv13_stage1_activation2	add_relu	193.67	14.00	179.67	true
33	resnetv13_stage2_conv0_fwd	Convolution	3757.33	28.33	3729.00	true
34	resnetv13_stage2_batchnorm0_fwd	BatchNorm	18.00	3.33	14.67	true
35	resnetv13_stage2_relu0_fwd	Activation	20.00	3.00	17.00	true
36	resnetv13_stage2_conv1_fwd	Convolution	12862.67	39.00	12823.67	true
37	resnetv13_stage2_batchnorm1_fwd	BatchNorm	83.33	3.00	80.33	true
38	resnetv13_stage2_relu1_fwd	Activation	21.00	2.67	18.33	true
39	resnetv13_stage2_conv2_fwd	Convolution	5722.33	30.00	5692.33	true
40	resnetv13_stage2_batchnorm2_fwd	BatchNorm	82.67	6.00	76.67	true
41	resnetv13_stage2_conv3_fwd	Convolution	10510.33	40.00	10470.33	true
42	resnetv13_stage2_batchnorm3_fwd	BatchNorm	146.33	5.67	140.67	true
43	add_resnetv13_stage2_activation0	add_relu	88.00	6.33	81.67	true
44	resnetv13_stage2_conv4_fwd	Convolution	5990.00	48.33	5941.67	true
45	resnetv13_stage2_batchnorm4_fwd	BatchNorm	17.00	3.67	13.33	true
46	resnetv13_stage2_relu2_fwd	Activation	21.00	2.00	19.00	true
47	resnetv13_stage2_conv5_fwd	Convolution	13075.00	39.33	13035.67	true
48	resnetv13_stage2_batchnorm5_fwd	BatchNorm	94.67	3.00	91.67	true
49	resnetv13_stage2_relu3_fwd	Activation	21.00	3.33	17.67	true
50	resnetv13_stage2_conv6_fwd	Convolution	6016.00	30.33	5985.67	true
51	resnetv13_stage2_batchnorm6_fwd	BatchNorm	107.33	5.00	102.33	true
52	add_resnetv13_stage2_activation1	add_relu	102.33	6.67	95.67	true
53	resnetv13_stage2_conv7_fwd	Convolution	6172.33	48.33	6124.00	true
54	resnetv13_stage2_batchnorm7_fwd	BatchNorm	18.67	3.00	15.67	true
55	resnetv13_stage2_relu4_fwd	Activation	27.67	2.67	25.00	true
56	resnetv13_stage2_conv8_fwd	Convolution	12930.33	39.33	12891.00	true
57	resnetv13_stage2_batchnorm8_fwd	BatchNorm	87.67	3.33	84.33	true
58	resnetv13_stage2_relu5_fwd	Activation	20.00	2.33	17.67	true
59	resnetv13_stage2_conv9_fwd	Convolution	5748.33	30.33	5718.00	true
60	resnetv13_stage2_batchnorm9_fwd	BatchNorm	47.33	5.00	42.33	true
61	add_resnetv13_stage2_activation2	add_relu	93.67	6.00	87.67	true
62	resnetv13_stage2_conv10_fwd	Convolution	6083.00	48.33	6034.67	true
63	resnetv13_stage2_batchnorm10_fwd	BatchNorm	18.67	4.00	14.67	true
64	resnetv13_stage2_relu6_fwd	Activation	21.00	3.33	17.67	true
65	resnetv13_stage2_conv11_fwd	Convolution	12917.67	40.33	12877.33	true
66	resnetv13_stage2_batchnorm11_fwd	BatchNorm	83.67	3.67	80.00	true
67	resnetv13_stage2_relu7_fwd	Activation	20.33	2.67	17.67	true
68	resnetv13_stage2_conv12_fwd	Convolution	5857.00	30.00	5827.00	true
69	resnetv13_stage2_batchnorm12_fwd	BatchNorm	54.33	5.00	49.33	true
70	add_resnetv13_stage2_activation3	add_relu	104.67	6.33	98.33	true
71	resnetv13_stage3_conv0_fwd	Convolution	3516.33	35.00	3481.33	true
72	resnetv13_stage3_batchnorm0_fwd	BatchNorm	14.00	3.67	10.33	true
73	resnetv13_stage3_relu0_fwd	Activation	12.33	2.33	10.00	true
74	resnetv13_stage3_conv1_fwd	Convolution	12520.33	75.00	12445.33	true
75	resnetv13_stage3_batchnorm1_fwd	BatchNorm	88.67	4.00	84.67	true
76	resnetv13_stage3_relu1_fwd	Activation	11.33	3.00	8.33	true
77	resnetv13_stage3_conv2_fwd	Convolution	5579.67	34.33	5545.33	true
78	resnetv13_stage3_batchnorm2_fwd	BatchNorm	45.33	4.00	41.33	true
79	resnetv13_stage3_conv3_fwd	Convolution	10477.00	68.00	10409.00	true
80	resnetv13_stage3_batchnorm3_fwd	BatchNorm	136.67	4.00	132.67	true
81	add_resnetv13_stage3_activation0	add_relu	52.00	4.00	48.00	true
82	resnetv13_stage3_conv4_fwd	Convolution	5850.00	62.00	5788.00	true
83	resnetv13_stage3_batchnorm4_fwd	BatchNorm	15.67	3.00	12.67	true
84	resnetv13_stage3_relu2_fwd	Activation	13.33	2.00	11.33	true
85	resnetv13_stage3_conv5_fwd	Convolution	12447.33	75.00	12372.33	true
86	resnetv13_stage3_batchnorm5_fwd	BatchNorm	82.67	4.00	78.67	true
87	resnetv13_stage3_relu3_fwd	Activation	13.00	2.33	10.67	true
88	resnetv13_stage3_conv6_fwd	Convolution	5849.67	34.00	5815.67	true
89	resnetv13_stage3_batchnorm6_fwd	BatchNorm	36.33	4.33	32.00	true
90	add_resnetv13_stage3_activation1	add_relu	50.67	4.00	46.67	true
91	resnetv13_stage3_conv7_fwd	Convolution	5998.67	60.33	5938.33	true
92	resnetv13_stage3_batchnorm7_fwd	BatchNorm	14.33	3.67	10.67	true
93	resnetv13_stage3_relu4_fwd	Activation	12.00	2.33	9.67	true
94	resnetv13_stage3_conv8_fwd	Convolution	12426.33	75.00	12351.33	true
95	resnetv13_stage3_batchnorm8_fwd	BatchNorm	84.67	4.00	80.67	true
96	resnetv13_stage3_relu5_fwd	Activation	12.33	2.67	9.67	true
97	resnetv13_stage3_conv9_fwd	Convolution	5494.00	34.33	5459.67	true
98	resnetv13_stage3_batchnorm9_fwd	BatchNorm	31.67	4.00	27.67	true
99	add_resnetv13_stage3_activation2	add_relu	49.67	4.33	45.33	true
100	resnetv13_stage3_conv10_fwd	Convolution	5860.00	63.00	5797.00	true
101	resnetv13_stage3_batchnorm10_fwd	BatchNorm	13.33	3.67	9.67	true
102	resnetv13_stage3_relu6_fwd	Activation	12.67	2.67	10.00	true
103	resnetv13_stage3_conv11_fwd	Convolution	12286.00	74.00	12212.00	true
104	resnetv13_stage3_batchnorm11_fwd	BatchNorm	77.33	3.67	73.67	true
105	resnetv13_stage3_relu7_fwd	Activation	11.67	2.00	9.67	true
106	resnetv13_stage3_conv12_fwd	Convolution	5619.00	34.33	5584.67	true
107	resnetv13_stage3_batchnorm12_fwd	BatchNorm	33.00	4.00	29.00	true
108	add_resnetv13_stage3_activation3	add_relu	48.00	4.00	44.00	true
109	resnetv13_stage3_conv13_fwd	Convolution	5883.00	62.67	5820.33	true
110	resnetv13_stage3_batchnorm13_fwd	BatchNorm	14.00	3.33	10.67	true
111	resnetv13_stage3_relu8_fwd	Activation	12.00	3.00	9.00	true
112	resnetv13_stage3_conv14_fwd	Convolution	12371.33	74.67	12296.67	true
113	resnetv13_stage3_batchnorm14_fwd	BatchNorm	82.00	3.33	78.67	true
114	resnetv13_stage3_relu9_fwd	Activation	11.00	2.33	8.67	true
115	resnetv13_stage3_conv15_fwd	Convolution	5585.33	34.00	5551.33	true
116	resnetv13_stage3_batchnorm15_fwd	BatchNorm	30.67	4.00	26.67	true
117	add_resnetv13_stage3_activation4	add_relu	43.67	4.33	39.33	true
118	resnetv13_stage3_conv16_fwd	Convolution	5832.00	62.33	5769.67	true
119	resnetv13_stage3_batchnorm16_fwd	BatchNorm	14.33	3.33	11.00	true
120	resnetv13_stage3_relu10_fwd	Activation	12.33	2.00	10.33	true
121	resnetv13_stage3_conv17_fwd	Convolution	12448.67	74.67	12374.00	true
122	resnetv13_stage3_batchnorm17_fwd	BatchNorm	81.67	4.00	77.67	true
123	resnetv13_stage3_relu11_fwd	Activation	12.33	2.00	10.33	true
124	resnetv13_stage3_conv18_fwd	Convolution	5658.67	34.00	5624.67	true
125	resnetv13_stage3_batchnorm18_fwd	BatchNorm	32.00	4.00	28.00	true
126	add_resnetv13_stage3_activation5	add_relu	46.00	4.33	41.67	true
127	resnetv13_stage3_conv19_fwd	Convolution	5920.00	61.00	5859.00	true
128	resnetv13_stage3_batchnorm19_fwd	BatchNorm	14.00	4.00	10.00	true
129	resnetv13_stage3_relu12_fwd	Activation	12.33	2.00	10.33	true
130	resnetv13_stage3_conv20_fwd	Convolution	12418.00	75.00	12343.00	true
131	resnetv13_stage3_batchnorm20_fwd	BatchNorm	77.33	3.67	73.67	true
132	resnetv13_stage3_relu13_fwd	Activation	12.00	2.00	10.00	true
133	resnetv13_stage3_conv21_fwd	Convolution	5572.00	35.00	5537.00	true
134	resnetv13_stage3_batchnorm21_fwd	BatchNorm	31.33	4.00	27.33	true
135	add_resnetv13_stage3_activation6	add_relu	48.00	4.00	44.00	true
136	resnetv13_stage3_conv22_fwd	Convolution	5906.33	61.33	5845.00	true
137	resnetv13_stage3_batchnorm22_fwd	BatchNorm	13.67	3.00	10.67	true
138	resnetv13_stage3_relu14_fwd	Activation	12.67	2.67	10.00	true
139	resnetv13_stage3_conv23_fwd	Convolution	12450.33	74.67	12375.67	true
140	resnetv13_stage3_batchnorm23_fwd	BatchNorm	87.67	4.00	83.67	true
141	resnetv13_stage3_relu15_fwd	Activation	12.33	2.00	10.33	true
142	resnetv13_stage3_conv24_fwd	Convolution	5611.33	35.00	5576.33	true
143	resnetv13_stage3_batchnorm24_fwd	BatchNorm	33.33	4.00	29.33	true
144	add_resnetv13_stage3_activation7	add_relu	47.00	4.33	42.67	true
145	resnetv13_stage3_conv25_fwd	Convolution	5901.67	61.00	5840.67	true
146	resnetv13_stage3_batchnorm25_fwd	BatchNorm	14.33	3.67	10.67	true
147	resnetv13_stage3_relu16_fwd	Activation	12.00	2.67	9.33	true
148	resnetv13_stage3_conv26_fwd	Convolution	12361.00	75.00	12286.00	true
149	resnetv13_stage3_batchnorm26_fwd	BatchNorm	89.33	3.67	85.67	true
150	resnetv13_stage3_relu17_fwd	Activation	12.33	2.00	10.33	true
151	resnetv13_stage3_conv27_fwd	Convolution	5575.67	34.67	5541.00	true
152	resnetv13_stage3_batchnorm27_fwd	BatchNorm	30.33	4.00	26.33	true
153	add_resnetv13_stage3_activation8	add_relu	46.33	4.33	42.00	true
154	resnetv13_stage3_conv28_fwd	Convolution	5883.67	61.67	5822.00	true
155	resnetv13_stage3_batchnorm28_fwd	BatchNorm	14.00	3.33	10.67	true
156	resnetv13_stage3_relu18_fwd	Activation	11.33	2.00	9.33	true
157	resnetv13_stage3_conv29_fwd	Convolution	12635.33	74.00	12561.33	true
158	resnetv13_stage3_batchnorm29_fwd	BatchNorm	92.33	3.33	89.00	true
159	resnetv13_stage3_relu19_fwd	Activation	17.33	3.00	14.33	true
160	resnetv13_stage3_conv30_fwd	Convolution	5622.33	34.33	5588.00	true
161	resnetv13_stage3_batchnorm30_fwd	BatchNorm	30.67	4.00	26.67	true
162	add_resnetv13_stage3_activation9	add_relu	46.67	4.00	42.67	true
163	resnetv13_stage3_conv31_fwd	Convolution	5892.67	62.00	5830.67	true
164	resnetv13_stage3_batchnorm31_fwd	BatchNorm	14.00	2.67	11.33	true
165	resnetv13_stage3_relu20_fwd	Activation	12.00	2.67	9.33	true
166	resnetv13_stage3_conv32_fwd	Convolution	12363.00	74.67	12288.33	true
167	resnetv13_stage3_batchnorm32_fwd	BatchNorm	90.33	4.00	86.33	true
168	resnetv13_stage3_relu21_fwd	Activation	12.00	2.33	9.67	true
169	resnetv13_stage3_conv33_fwd	Convolution	5640.00	35.00	5605.00	true
170	resnetv13_stage3_batchnorm33_fwd	BatchNorm	31.67	4.00	27.67	true
171	add_resnetv13_stage3_activation10	add_relu	48.33	4.00	44.33	true
172	resnetv13_stage3_conv34_fwd	Convolution	5930.67	62.00	5868.67	true
173	resnetv13_stage3_batchnorm34_fwd	BatchNorm	13.67	3.00	10.67	true
174	resnetv13_stage3_relu22_fwd	Activation	12.00	2.00	10.00	true
175	resnetv13_stage3_conv35_fwd	Convolution	12603.00	74.67	12528.33	true
176	resnetv13_stage3_batchnorm35_fwd	BatchNorm	84.33	3.67	80.67	true
177	resnetv13_stage3_relu23_fwd	Activation	11.67	2.33	9.33	true
178	resnetv13_stage3_conv36_fwd	Convolution	5640.33	35.00	5605.33	true
179	resnetv13_stage3_batchnorm36_fwd	BatchNorm	31.00	4.33	26.67	true
180	add_resnetv13_stage3_activation11	add_relu	48.33	4.00	44.33	true
181	resnetv13_stage3_conv37_fwd	Convolution	5979.33	62.00	5917.33	true
182	resnetv13_stage3_batchnorm37_fwd	BatchNorm	14.00	3.67	10.33	true
183	resnetv13_stage3_relu24_fwd	Activation	12.67	2.33	10.33	true
184	resnetv13_stage3_conv38_fwd	Convolution	12564.33	74.67	12489.67	true
185	resnetv13_stage3_batchnorm38_fwd	BatchNorm	85.67	4.00	81.67	true
186	resnetv13_stage3_relu25_fwd	Activation	11.67	2.67	9.00	true
187	resnetv13_stage3_conv39_fwd	Convolution	5725.00	35.00	5690.00	true
188	resnetv13_stage3_batchnorm39_fwd	BatchNorm	31.00	4.00	27.00	true
189	add_resnetv13_stage3_activation12	add_relu	47.67	4.00	43.67	true
190	resnetv13_stage3_conv40_fwd	Convolution	5942.67	62.33	5880.33	true
191	resnetv13_stage3_batchnorm40_fwd	BatchNorm	13.67	3.00	10.67	true
192	resnetv13_stage3_relu26_fwd	Activation	12.33	2.00	10.33	true
193	resnetv13_stage3_conv41_fwd	Convolution	12365.33	75.00	12290.33	true
194	resnetv13_stage3_batchnorm41_fwd	BatchNorm	77.33	3.67	73.67	true
195	resnetv13_stage3_relu27_fwd	Activation	12.00	3.00	9.00	true
196	resnetv13_stage3_conv42_fwd	Convolution	5635.33	34.67	5600.67	true
197	resnetv13_stage3_batchnorm42_fwd	BatchNorm	30.00	4.00	26.00	true
198	add_resnetv13_stage3_activation13	add_relu	44.67	4.00	40.67	true
199	resnetv13_stage3_conv43_fwd	Convolution	5901.00	62.00	5839.00	true
200	resnetv13_stage3_batchnorm43_fwd	BatchNorm	14.00	3.33	10.67	true
201	resnetv13_stage3_relu28_fwd	Activation	11.67	2.33	9.33	true
202	resnetv13_stage3_conv44_fwd	Convolution	12379.00	74.67	12304.33	true
203	resnetv13_stage3_batchnorm44_fwd	BatchNorm	84.00	3.33	80.67	true
204	resnetv13_stage3_relu29_fwd	Activation	11.33	2.00	9.33	true
205	resnetv13_stage3_conv45_fwd	Convolution	5618.67	34.33	5584.33	true
206	resnetv13_stage3_batchnorm45_fwd	BatchNorm	30.67	4.00	26.67	true
207	add_resnetv13_stage3_activation14	add_relu	49.00	4.33	44.67	true
208	resnetv13_stage3_conv46_fwd	Convolution	5907.00	61.67	5845.33	true
209	resnetv13_stage3_batchnorm46_fwd	BatchNorm	14.33	3.00	11.33	true
210	resnetv13_stage3_relu30_fwd	Activation	12.33	3.00	9.33	true
211	resnetv13_stage3_conv47_fwd	Convolution	12482.67	75.00	12407.67	true
212	resnetv13_stage3_batchnorm47_fwd	BatchNorm	79.00	3.33	75.67	true
213	resnetv13_stage3_relu31_fwd	Activation	11.33	2.67	8.67	true
214	resnetv13_stage3_conv48_fwd	Convolution	5609.00	34.67	5574.33	true
215	resnetv13_stage3_batchnorm48_fwd	BatchNorm	30.00	4.33	25.67	true
216	add_resnetv13_stage3_activation15	add_relu	45.67	5.00	40.67	true
217	resnetv13_stage3_conv49_fwd	Convolution	5883.67	62.00	5821.67	true
218	resnetv13_stage3_batchnorm49_fwd	BatchNorm	14.00	3.33	10.67	true
219	resnetv13_stage3_relu32_fwd	Activation	12.00	2.33	9.67	true
220	resnetv13_stage3_conv50_fwd	Convolution	12360.67	75.00	12285.67	true
221	resnetv13_stage3_batchnorm50_fwd	BatchNorm	79.00	4.00	75.00	true
222	resnetv13_stage3_relu33_fwd	Activation	13.67	2.33	11.33	true
223	resnetv13_stage3_conv51_fwd	Convolution	5592.00	34.67	5557.33	true
224	resnetv13_stage3_batchnorm51_fwd	BatchNorm	37.67	4.00	33.67	true
225	add_resnetv13_stage3_activation16	add_relu	47.00	4.00	43.00	true
226	resnetv13_stage3_conv52_fwd	Convolution	5963.67	61.67	5902.00	true
227	resnetv13_stage3_batchnorm52_fwd	BatchNorm	14.00	3.67	10.33	true
228	resnetv13_stage3_relu34_fwd	Activation	12.67	2.33	10.33	true
229	resnetv13_stage3_conv53_fwd	Convolution	12543.00	75.00	12468.00	true
230	resnetv13_stage3_batchnorm53_fwd	BatchNorm	94.33	3.33	91.00	true
231	resnetv13_stage3_relu35_fwd	Activation	13.33	2.67	10.67	true
232	resnetv13_stage3_conv54_fwd	Convolution	5639.00	34.67	5604.33	true
233	resnetv13_stage3_batchnorm54_fwd	BatchNorm	31.67	4.00	27.67	true
234	add_resnetv13_stage3_activation17	add_relu	47.67	4.00	43.67	true
235	resnetv13_stage3_conv55_fwd	Convolution	6065.33	62.33	6003.00	true
236	resnetv13_stage3_batchnorm55_fwd	BatchNorm	14.00	3.33	10.67	true
237	resnetv13_stage3_relu36_fwd	Activation	13.33	2.33	11.00	true
238	resnetv13_stage3_conv56_fwd	Convolution	12673.33	74.67	12598.67	true
239	resnetv13_stage3_batchnorm56_fwd	BatchNorm	94.67	3.33	91.33	true
240	resnetv13_stage3_relu37_fwd	Activation	14.00	2.33	11.67	true
241	resnetv13_stage3_conv57_fwd	Convolution	5756.67	34.67	5722.00	true
242	resnetv13_stage3_batchnorm57_fwd	BatchNorm	33.33	4.33	29.00	true
243	add_resnetv13_stage3_activation18	add_relu	60.67	4.33	56.33	true
244	resnetv13_stage3_conv58_fwd	Convolution	5978.00	61.67	5916.33	true
245	resnetv13_stage3_batchnorm58_fwd	BatchNorm	13.67	3.00	10.67	true
246	resnetv13_stage3_relu38_fwd	Activation	12.67	2.67	10.00	true
247	resnetv13_stage3_conv59_fwd	Convolution	12720.33	75.00	12645.33	true
248	resnetv13_stage3_batchnorm59_fwd	BatchNorm	94.67	3.33	91.33	true
249	resnetv13_stage3_relu39_fwd	Activation	13.67	2.67	11.00	true
250	resnetv13_stage3_conv60_fwd	Convolution	5755.00	34.67	5720.33	true
251	resnetv13_stage3_batchnorm60_fwd	BatchNorm	34.67	4.00	30.67	true
252	add_resnetv13_stage3_activation19	add_relu	69.33	4.00	65.33	true
253	resnetv13_stage3_conv61_fwd	Convolution	6015.33	62.00	5953.33	true
254	resnetv13_stage3_batchnorm61_fwd	BatchNorm	14.67	3.33	11.33	true
255	resnetv13_stage3_relu40_fwd	Activation	14.33	2.33	12.00	true
256	resnetv13_stage3_conv62_fwd	Convolution	12655.33	75.00	12580.33	true
257	resnetv13_stage3_batchnorm62_fwd	BatchNorm	93.00	3.67	89.33	true
258	resnetv13_stage3_relu41_fwd	Activation	13.00	2.67	10.33	true
259	resnetv13_stage3_conv63_fwd	Convolution	5697.67	34.33	5663.33	true
260	resnetv13_stage3_batchnorm63_fwd	BatchNorm	34.00	4.00	30.00	true
261	add_resnetv13_stage3_activation20	add_relu	68.33	4.33	64.00	true
262	resnetv13_stage3_conv64_fwd	Convolution	5994.67	62.00	5932.67	true
263	resnetv13_stage3_batchnorm64_fwd	BatchNorm	14.67	3.33	11.33	true
264	resnetv13_stage3_relu42_fwd	Activation	14.00	2.67	11.33	true
265	resnetv13_stage3_conv65_fwd	Convolution	12452.67	74.67	12378.00	true
266	resnetv13_stage3_batchnorm65_fwd	BatchNorm	85.00	3.00	82.00	true
267	resnetv13_stage3_relu43_fwd	Activation	11.67	2.33	9.33	true
268	resnetv13_stage3_conv66_fwd	Convolution	5728.67	35.00	5693.67	true
269	resnetv13_stage3_batchnorm66_fwd	BatchNorm	34.67	4.00	30.67	true
270	add_resnetv13_stage3_activation21	add_relu	56.33	4.33	52.00	true
271	resnetv13_stage3_conv67_fwd	Convolution	5934.33	61.33	5873.00	true
272	resnetv13_stage3_batchnorm67_fwd	BatchNorm	14.67	4.00	10.67	true
273	resnetv13_stage3_relu44_fwd	Activation	14.00	3.00	11.00	true
274	resnetv13_stage3_conv68_fwd	Convolution	12433.33	74.00	12359.33	true
275	resnetv13_stage3_batchnorm68_fwd	BatchNorm	92.67	3.67	89.00	true
276	resnetv13_stage3_relu45_fwd	Activation	14.00	2.00	12.00	true
277	resnetv13_stage3_conv69_fwd	Convolution	5643.33	34.33	5609.00	true
278	resnetv13_stage3_batchnorm69_fwd	BatchNorm	32.67	4.00	28.67	true
279	add_resnetv13_stage3_activation22	add_relu	49.00	4.00	45.00	true
280	resnetv13_stage4_conv0_fwd	Convolution	4019.00	66.00	3953.00	true
281	resnetv13_stage4_batchnorm0_fwd	BatchNorm	15.33	3.00	12.33	true
282	resnetv13_stage4_relu0_fwd	Activation	9.67	2.67	7.00	true
283	resnetv13_stage4_conv1_fwd	Convolution	15021.67	173.33	14848.33	true
284	resnetv13_stage4_batchnorm1_fwd	BatchNorm	86.67	3.00	83.67	true
285	resnetv13_stage4_relu1_fwd	Activation	7.67	2.33	5.33	true
286	resnetv13_stage4_conv2_fwd	Convolution	6763.67	49.00	6714.67	true
287	resnetv13_stage4_batchnorm2_fwd	BatchNorm	27.00	4.00	23.00	true
288	resnetv13_stage4_conv3_fwd	Convolution	12869.33	87.67	12781.67	true
289	resnetv13_stage4_batchnorm3_fwd	BatchNorm	106.00	4.33	101.67	true
290	add_resnetv13_stage4_activation0	add_relu	25.33	4.00	21.33	true
291	resnetv13_stage4_conv4_fwd	Convolution	6971.00	113.67	6857.33	true
292	resnetv13_stage4_batchnorm4_fwd	BatchNorm	14.00	3.33	10.67	true
293	resnetv13_stage4_relu2_fwd	Activation	8.00	2.33	5.67	true
294	resnetv13_stage4_conv5_fwd	Convolution	15201.67	171.00	15030.67	true
295	resnetv13_stage4_batchnorm5_fwd	BatchNorm	87.67	3.33	84.33	true
296	resnetv13_stage4_relu3_fwd	Activation	8.67	3.00	5.67	true
297	resnetv13_stage4_conv6_fwd	Convolution	7021.00	48.67	6972.33	true
298	resnetv13_stage4_batchnorm6_fwd	BatchNorm	28.67	4.33	24.33	true
299	add_resnetv13_stage4_activation1	add_relu	28.00	3.00	25.00	true
300	resnetv13_stage4_conv7_fwd	Convolution	7204.00	114.67	7089.33	true
301	resnetv13_stage4_batchnorm7_fwd	BatchNorm	13.67	3.33	10.33	true
302	resnetv13_stage4_relu4_fwd	Activation	9.33	2.33	7.00	true
303	resnetv13_stage4_conv8_fwd	Convolution	15224.33	170.33	15054.00	true
304	resnetv13_stage4_batchnorm8_fwd	BatchNorm	91.67	2.67	89.00	true
305	resnetv13_stage4_relu5_fwd	Activation	8.67	2.33	6.33	true
306	resnetv13_stage4_conv9_fwd	Convolution	6906.67	48.67	6858.00	true
307	resnetv13_stage4_batchnorm9_fwd	BatchNorm	30.00	4.33	25.67	true
308	add_resnetv13_stage4_activation2	add_relu	27.33	3.33	24.00	true
309	resnetv13_pool1_fwd	Pooling	155.33	6.00	149.33	true
310	resnetv13_dense0_fwd	FullyConnected	2078.33	22.67	2055.67	true

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