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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	mobilenetv21_features_batchnorm0_fwd	BatchNorm	121.00	8.00	113.00	true
2	mobilenetv21_features_relu60_relu6	clip	123.00	4.00	119.00	true
3	mobilenetv21_features_linearbottleneck0_conv0_fwd	Convolution	4814.00	15.00	4799.00	true
4	mobilenetv21_features_linearbottleneck0_batchnorm0_fwd	BatchNorm	106.33	8.00	98.33	true
5	mobilenetv21_features_linearbottleneck0_relu60_relu6	clip	138.00	4.00	134.00	true
6	mobilenetv21_features_linearbottleneck0_conv1_fwd	Convolution	5358.00	24.00	5334.00	true
7	mobilenetv21_features_linearbottleneck0_batchnorm1_fwd	BatchNorm	112.67	8.00	104.67	true
8	mobilenetv21_features_linearbottleneck0_relu61_relu6	clip	154.67	4.00	150.67	true
9	mobilenetv21_features_linearbottleneck0_conv2_fwd	Convolution	2355.33	15.00	2340.33	true
10	mobilenetv21_features_linearbottleneck0_batchnorm2_fwd	BatchNorm	35.33	8.00	27.33	true
11	mobilenetv21_features_linearbottleneck1_conv0_fwd	Convolution	3748.33	18.00	3730.33	true
12	mobilenetv21_features_linearbottleneck1_batchnorm0_fwd	BatchNorm	181.67	12.67	169.00	true
13	mobilenetv21_features_linearbottleneck1_relu60_relu6	clip	399.67	11.00	388.67	true
14	mobilenetv21_features_linearbottleneck1_conv1_fwd	Convolution	4137.00	11.67	4125.33	true
15	mobilenetv21_features_linearbottleneck1_batchnorm1_fwd	BatchNorm	98.00	4.33	93.67	true
16	mobilenetv21_features_linearbottleneck1_relu61_relu6	clip	147.67	3.33	144.33	true
17	mobilenetv21_features_linearbottleneck1_conv2_fwd	Convolution	1230.33	12.00	1218.33	true
18	mobilenetv21_features_linearbottleneck1_batchnorm2_fwd	BatchNorm	17.33	4.00	13.33	true
19	mobilenetv21_features_linearbottleneck2_conv0_fwd	Convolution	3517.67	13.33	3504.33	true
20	mobilenetv21_features_linearbottleneck2_batchnorm0_fwd	BatchNorm	116.00	4.33	111.67	true
21	mobilenetv21_features_linearbottleneck2_relu60_relu6	clip	170.33	5.00	165.33	true
22	mobilenetv21_features_linearbottleneck2_conv1_fwd	Convolution	6034.33	10.00	6024.33	true
23	mobilenetv21_features_linearbottleneck2_batchnorm1_fwd	BatchNorm	98.00	4.33	93.67	true
24	mobilenetv21_features_linearbottleneck2_relu61_relu6	clip	186.00	4.33	181.67	true
25	mobilenetv21_features_linearbottleneck2_conv2_fwd	Convolution	1367.33	12.67	1354.67	true
26	mobilenetv21_features_linearbottleneck2_batchnorm2_fwd	BatchNorm	16.67	4.00	12.67	true
27	mobilenetv21_features_linearbottleneck2_elemwise_add0	elemwise_add	14.00	2.33	11.67	true
28	mobilenetv21_features_linearbottleneck3_conv0_fwd	Convolution	3480.33	12.33	3468.00	true
29	mobilenetv21_features_linearbottleneck3_batchnorm0_fwd	BatchNorm	102.33	4.33	98.00	true
30	mobilenetv21_features_linearbottleneck3_relu60_relu6	clip	175.33	4.00	171.33	true
31	mobilenetv21_features_linearbottleneck3_conv1_fwd	Convolution	1639.00	7.00	1632.00	true
32	mobilenetv21_features_linearbottleneck3_batchnorm1_fwd	BatchNorm	27.33	4.00	23.33	true
33	mobilenetv21_features_linearbottleneck3_relu61_relu6	clip	41.67	2.00	39.67	true
34	mobilenetv21_features_linearbottleneck3_conv2_fwd	Convolution	460.33	10.00	450.33	true
35	mobilenetv21_features_linearbottleneck3_batchnorm2_fwd	BatchNorm	12.33	2.67	9.67	true
36	mobilenetv21_features_linearbottleneck4_conv0_fwd	Convolution	442.33	12.67	429.67	true
37	mobilenetv21_features_linearbottleneck4_batchnorm0_fwd	BatchNorm	25.33	4.00	21.33	true
38	mobilenetv21_features_linearbottleneck4_relu60_relu6	clip	48.33	2.67	45.67	true
39	mobilenetv21_features_linearbottleneck4_conv1_fwd	Convolution	2090.67	5.00	2085.67	true
40	mobilenetv21_features_linearbottleneck4_batchnorm1_fwd	BatchNorm	37.33	3.33	34.00	true
41	mobilenetv21_features_linearbottleneck4_relu61_relu6	clip	68.67	2.33	66.33	true
42	mobilenetv21_features_linearbottleneck4_conv2_fwd	Convolution	483.00	12.00	471.00	true
43	mobilenetv21_features_linearbottleneck4_batchnorm2_fwd	BatchNorm	11.67	3.00	8.67	true
44	mobilenetv21_features_linearbottleneck4_elemwise_add0	elemwise_add	7.67	2.33	5.33	true
45	mobilenetv21_features_linearbottleneck5_conv0_fwd	Convolution	442.67	13.00	429.67	true
46	mobilenetv21_features_linearbottleneck5_batchnorm0_fwd	BatchNorm	19.00	3.33	15.67	true
47	mobilenetv21_features_linearbottleneck5_relu60_relu6	clip	54.00	2.33	51.67	true
48	mobilenetv21_features_linearbottleneck5_conv1_fwd	Convolution	2074.00	5.00	2069.00	true
49	mobilenetv21_features_linearbottleneck5_batchnorm1_fwd	BatchNorm	31.67	3.33	28.33	true
50	mobilenetv21_features_linearbottleneck5_relu61_relu6	clip	67.67	2.67	65.00	true
51	mobilenetv21_features_linearbottleneck5_conv2_fwd	Convolution	487.00	11.67	475.33	true
52	mobilenetv21_features_linearbottleneck5_batchnorm2_fwd	BatchNorm	11.33	3.33	8.00	true
53	mobilenetv21_features_linearbottleneck5_elemwise_add0	elemwise_add	7.67	2.00	5.67	true
54	mobilenetv21_features_linearbottleneck6_conv0_fwd	Convolution	442.00	12.00	430.00	true
55	mobilenetv21_features_linearbottleneck6_batchnorm0_fwd	BatchNorm	19.33	3.67	15.67	true
56	mobilenetv21_features_linearbottleneck6_relu60_relu6	clip	53.33	2.33	51.00	true
57	mobilenetv21_features_linearbottleneck6_conv1_fwd	Convolution	603.33	4.33	599.00	true
58	mobilenetv21_features_linearbottleneck6_batchnorm1_fwd	BatchNorm	11.67	3.00	8.67	true
59	mobilenetv21_features_linearbottleneck6_relu61_relu6	clip	15.67	2.00	13.67	true
60	mobilenetv21_features_linearbottleneck6_conv2_fwd	Convolution	213.33	12.00	201.33	true
61	mobilenetv21_features_linearbottleneck6_batchnorm2_fwd	BatchNorm	10.67	2.67	8.00	true
62	mobilenetv21_features_linearbottleneck7_conv0_fwd	Convolution	361.67	6.33	355.33	true
63	mobilenetv21_features_linearbottleneck7_batchnorm0_fwd	BatchNorm	19.67	3.00	16.67	true
64	mobilenetv21_features_linearbottleneck7_relu60_relu6	clip	23.33	2.00	21.33	true
65	mobilenetv21_features_linearbottleneck7_conv1_fwd	Convolution	1153.67	4.00	1149.67	true
66	mobilenetv21_features_linearbottleneck7_batchnorm1_fwd	BatchNorm	23.33	3.00	20.33	true
67	mobilenetv21_features_linearbottleneck7_relu61_relu6	clip	32.67	2.00	30.67	true
68	mobilenetv21_features_linearbottleneck7_conv2_fwd	Convolution	420.33	19.33	401.00	true
69	mobilenetv21_features_linearbottleneck7_batchnorm2_fwd	BatchNorm	10.67	2.67	8.00	true
70	mobilenetv21_features_linearbottleneck7_elemwise_add0	elemwise_add	6.00	2.00	4.00	true
71	mobilenetv21_features_linearbottleneck8_conv0_fwd	Convolution	362.00	7.00	355.00	true
72	mobilenetv21_features_linearbottleneck8_batchnorm0_fwd	BatchNorm	18.00	3.00	15.00	true
73	mobilenetv21_features_linearbottleneck8_relu60_relu6	clip	25.00	2.33	22.67	true
74	mobilenetv21_features_linearbottleneck8_conv1_fwd	Convolution	1149.67	4.33	1145.33	true
75	mobilenetv21_features_linearbottleneck8_batchnorm1_fwd	BatchNorm	29.33	3.00	26.33	true
76	mobilenetv21_features_linearbottleneck8_relu61_relu6	clip	28.33	2.00	26.33	true
77	mobilenetv21_features_linearbottleneck8_conv2_fwd	Convolution	422.00	19.33	402.67	true
78	mobilenetv21_features_linearbottleneck8_batchnorm2_fwd	BatchNorm	10.67	3.00	7.67	true
79	mobilenetv21_features_linearbottleneck8_elemwise_add0	elemwise_add	6.00	2.00	4.00	true
80	mobilenetv21_features_linearbottleneck9_conv0_fwd	Convolution	361.33	6.00	355.33	true
81	mobilenetv21_features_linearbottleneck9_batchnorm0_fwd	BatchNorm	17.33	3.67	13.67	true
82	mobilenetv21_features_linearbottleneck9_relu60_relu6	clip	31.00	2.00	29.00	true
83	mobilenetv21_features_linearbottleneck9_conv1_fwd	Convolution	1154.67	4.00	1150.67	true
84	mobilenetv21_features_linearbottleneck9_batchnorm1_fwd	BatchNorm	27.67	3.33	24.33	true
85	mobilenetv21_features_linearbottleneck9_relu61_relu6	clip	25.00	2.00	23.00	true
86	mobilenetv21_features_linearbottleneck9_conv2_fwd	Convolution	419.67	20.00	399.67	true
87	mobilenetv21_features_linearbottleneck9_batchnorm2_fwd	BatchNorm	10.33	2.67	7.67	true
88	mobilenetv21_features_linearbottleneck9_elemwise_add0	elemwise_add	6.00	2.00	4.00	true
89	mobilenetv21_features_linearbottleneck10_conv0_fwd	Convolution	361.00	6.33	354.67	true
90	mobilenetv21_features_linearbottleneck10_batchnorm0_fwd	BatchNorm	18.00	3.00	15.00	true
91	mobilenetv21_features_linearbottleneck10_relu60_relu6	clip	28.33	2.33	26.00	true
92	mobilenetv21_features_linearbottleneck10_conv1_fwd	Convolution	1149.33	4.00	1145.33	true
93	mobilenetv21_features_linearbottleneck10_batchnorm1_fwd	BatchNorm	18.67	3.33	15.33	true
94	mobilenetv21_features_linearbottleneck10_relu61_relu6	clip	27.33	2.33	25.00	true
95	mobilenetv21_features_linearbottleneck10_conv2_fwd	Convolution	612.00	19.67	592.33	true
96	mobilenetv21_features_linearbottleneck10_batchnorm2_fwd	BatchNorm	11.00	3.00	8.00	true
97	mobilenetv21_features_linearbottleneck11_conv0_fwd	Convolution	831.67	10.00	821.67	true
98	mobilenetv21_features_linearbottleneck11_batchnorm0_fwd	BatchNorm	17.33	3.33	14.00	true
99	mobilenetv21_features_linearbottleneck11_relu60_relu6	clip	38.33	2.67	35.67	true
100	mobilenetv21_features_linearbottleneck11_conv1_fwd	Convolution	1715.33	6.00	1709.33	true
101	mobilenetv21_features_linearbottleneck11_batchnorm1_fwd	BatchNorm	35.33	3.67	31.67	true
102	mobilenetv21_features_linearbottleneck11_relu61_relu6	clip	39.00	2.00	37.00	true
103	mobilenetv21_features_linearbottleneck11_conv2_fwd	Convolution	907.33	26.67	880.67	true
104	mobilenetv21_features_linearbottleneck11_batchnorm2_fwd	BatchNorm	10.33	3.00	7.33	true
105	mobilenetv21_features_linearbottleneck11_elemwise_add0	elemwise_add	7.00	2.67	4.33	true
106	mobilenetv21_features_linearbottleneck12_conv0_fwd	Convolution	828.67	10.67	818.00	true
107	mobilenetv21_features_linearbottleneck12_batchnorm0_fwd	BatchNorm	17.00	3.67	13.33	true
108	mobilenetv21_features_linearbottleneck12_relu60_relu6	clip	38.00	2.67	35.33	true
109	mobilenetv21_features_linearbottleneck12_conv1_fwd	Convolution	1700.33	6.00	1694.33	true
110	mobilenetv21_features_linearbottleneck12_batchnorm1_fwd	BatchNorm	43.00	4.00	39.00	true
111	mobilenetv21_features_linearbottleneck12_relu61_relu6	clip	33.33	2.67	30.67	true
112	mobilenetv21_features_linearbottleneck12_conv2_fwd	Convolution	908.33	26.67	881.67	true
113	mobilenetv21_features_linearbottleneck12_batchnorm2_fwd	BatchNorm	10.67	3.00	7.67	true
114	mobilenetv21_features_linearbottleneck12_elemwise_add0	elemwise_add	6.33	2.00	4.33	true
115	mobilenetv21_features_linearbottleneck13_conv0_fwd	Convolution	828.67	10.00	818.67	true
116	mobilenetv21_features_linearbottleneck13_batchnorm0_fwd	BatchNorm	16.33	4.00	12.33	true
117	mobilenetv21_features_linearbottleneck13_relu60_relu6	clip	34.33	2.33	32.00	true
118	mobilenetv21_features_linearbottleneck13_conv1_fwd	Convolution	566.67	4.00	562.67	true
119	mobilenetv21_features_linearbottleneck13_batchnorm1_fwd	BatchNorm	12.67	3.00	9.67	true
120	mobilenetv21_features_linearbottleneck13_relu61_relu6	clip	10.00	2.00	8.00	true
121	mobilenetv21_features_linearbottleneck13_conv2_fwd	Convolution	442.33	28.00	414.33	true
122	mobilenetv21_features_linearbottleneck13_batchnorm2_fwd	BatchNorm	9.67	3.00	6.67	true
123	mobilenetv21_features_linearbottleneck14_conv0_fwd	Convolution	694.33	12.00	682.33	true
124	mobilenetv21_features_linearbottleneck14_batchnorm0_fwd	BatchNorm	15.00	3.00	12.00	true
125	mobilenetv21_features_linearbottleneck14_relu60_relu6	clip	17.00	2.00	15.00	true
126	mobilenetv21_features_linearbottleneck14_conv1_fwd	Convolution	911.67	4.33	907.33	true
127	mobilenetv21_features_linearbottleneck14_batchnorm1_fwd	BatchNorm	15.00	3.33	11.67	true
128	mobilenetv21_features_linearbottleneck14_relu61_relu6	clip	19.00	2.33	16.67	true
129	mobilenetv21_features_linearbottleneck14_conv2_fwd	Convolution	738.00	42.33	695.67	true
130	mobilenetv21_features_linearbottleneck14_batchnorm2_fwd	BatchNorm	9.67	3.00	6.67	true
131	mobilenetv21_features_linearbottleneck14_elemwise_add0	elemwise_add	6.00	2.33	3.67	true
132	mobilenetv21_features_linearbottleneck15_conv0_fwd	Convolution	694.33	11.67	682.67	true
133	mobilenetv21_features_linearbottleneck15_batchnorm0_fwd	BatchNorm	15.00	3.00	12.00	true
134	mobilenetv21_features_linearbottleneck15_relu60_relu6	clip	16.67	2.00	14.67	true
135	mobilenetv21_features_linearbottleneck15_conv1_fwd	Convolution	911.33	4.00	907.33	true
136	mobilenetv21_features_linearbottleneck15_batchnorm1_fwd	BatchNorm	17.33	3.00	14.33	true
137	mobilenetv21_features_linearbottleneck15_relu61_relu6	clip	17.33	2.67	14.67	true
138	mobilenetv21_features_linearbottleneck15_conv2_fwd	Convolution	731.67	43.00	688.67	true
139	mobilenetv21_features_linearbottleneck15_batchnorm2_fwd	BatchNorm	9.67	2.67	7.00	true
140	mobilenetv21_features_linearbottleneck15_elemwise_add0	elemwise_add	6.00	2.00	4.00	true
141	mobilenetv21_features_linearbottleneck16_conv0_fwd	Convolution	695.67	12.00	683.67	true
142	mobilenetv21_features_linearbottleneck16_batchnorm0_fwd	BatchNorm	13.67	3.33	10.33	true
143	mobilenetv21_features_linearbottleneck16_relu60_relu6	clip	14.67	2.00	12.67	true
144	mobilenetv21_features_linearbottleneck16_conv1_fwd	Convolution	900.00	4.00	896.00	true
145	mobilenetv21_features_linearbottleneck16_batchnorm1_fwd	BatchNorm	16.67	3.33	13.33	true
146	mobilenetv21_features_linearbottleneck16_relu61_relu6	clip	13.00	2.33	10.67	true
147	mobilenetv21_features_linearbottleneck16_conv2_fwd	Convolution	1393.33	44.33	1349.00	true
148	mobilenetv21_features_linearbottleneck16_batchnorm2_fwd	BatchNorm	14.00	2.33	11.67	true
149	mobilenetv21_features_conv1_fwd	Convolution	2415.33	23.33	2392.00	true
150	mobilenetv21_features_batchnorm1_fwd	BatchNorm	81.00	4.00	77.00	true
151	mobilenetv21_features_relu61_relu6	clip	28.00	2.33	25.67	true
152	mobilenetv21_features_pool0_fwd	Pooling	106.67	6.33	100.33	true
153	mobilenetv21_output_pred_fwd	Convolution	2397.33	76.00	2321.33	true
154	mobilenetv21_output_flatten0_flatten0	Flatten	2.00	0.00	2.00	true

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