/A-Methodology-for-Error-Simulation-in-CNNs-Executed-on-GPU-Results

Primary LanguagePython

Cardinalities

Add

Cardinality IOV IOA RF Probability
1 2787 2242 299 5328 90.2744%
2 91 390 66 547 9.268%
3 0 27 0 27 0.4574%
2878 2659 365 5902 100%

Batch Norm

Cardinality IOV IOA RF Probability
1 13170 5623 1566 20359 77.7595%
2 562 1337 174 2073 7.9176%
3 13 3 0 16 < 1‰
4 15 3 0 18 < 1‰
5 14 3 0 17 < 1‰
6 11 7 0 18 < 1‰
7 12 3 1 16 < 1‰
8 10 8 1 19 < 1‰
9 22 18 3 43 0.1642%
10 9 6 0 15 < 1‰
11 17 5 1 23 < 1‰
12 21 6 0 27 0.1031%
13 36 6 0 42 0.1604%
14 30 18 1 49 0.1871%
15 156 93 15 264 1.0083%
16 1621 958 77 2656 10.1443%
17 9 26 1 36 0.1374%
22 1 0 0 1 < 1‰
23 0 2 0 2 < 1‰
24 3 6 1 10 < 1‰
25 1 0 0 1 < 1‰
26 0 2 0 2 < 1‰
27 0 1 0 1 < 1‰
28 1 1 0 2 < 1‰
29 1 5 0 6 < 1‰
30 2 19 0 21 < 1‰
31 27 78 1 106 0.4048%
32 6 62 1 69 0.2635%
33 1 1 0 2 < 1‰
46 0 2 0 2 < 1‰
53 0 2 0 2 < 1‰
56 0 1 0 1 < 1‰
71 0 1 0 1 < 1‰
110 1 0 0 1 < 1‰
112 0 1 0 1 < 1‰
132 1 0 0 1 < 1‰
135 1 0 0 1 < 1‰
141 1 0 0 1 < 1‰
144 0 1 0 1 < 1‰
146 1 0 0 1 < 1‰
156 1 0 0 1 < 1‰
157 0 1 0 1 < 1‰
161 0 1 0 1 < 1‰
166 2 0 0 2 < 1‰
167 1 0 0 1 < 1‰
168 3 3 0 6 < 1‰
169 96 111 1 208 0.7944%
170 1 2 0 3 < 1‰
210 0 1 0 1 < 1‰
227 0 1 0 1 < 1‰
232 0 1 0 1 < 1‰
256 2 0 0 2 < 1‰
264 0 1 0 1 < 1‰
306 0 1 0 1 < 1‰
311 0 1 0 1 < 1‰
332 0 1 0 1 < 1‰
337 0 2 0 2 < 1‰
338 1 8 1 10 < 1‰
413 0 1 0 1 < 1‰
519 0 1 0 1 < 1‰
665 0 1 0 1 < 1‰
1221 0 1 0 1 < 1‰
1241 0 1 0 1 < 1‰
2704 2 3 1 6 < 1‰
15885 8451 1846 26182 100%

Biasadd

Cardinality IOV IOA RF Probability
1 3965 2361 412 6738 90.0922%
2 120 543 77 740 9.8943%
3 1 0 0 1 < 1‰
4086 2904 489 7479 100%

Convolution 1

Cardinality IOV IOA RF Probability
1 3788 5353 1220 10361 42.6817%
2 229 91 11 331 1.3635%
3 192 62 8 262 1.0793%
4 207 69 13 289 1.1905%
5 216 78 11 305 1.2564%
6 247 79 10 336 1.3841%
7 259 80 15 354 1.4582%
8 257 109 31 397 1.6354%
9 434 132 117 683 2.8135%
10 307 112 31 450 1.8537%
11 316 138 41 495 2.0391%
12 359 144 40 543 2.2368%
13 475 202 56 733 3.0195%
14 533 293 101 927 3.8187%
15 679 379 361 1419 5.8455%
16 947 495 1040 2482 10.2245%
17 16 13 48 77 0.3171%
18 14 7 19 40 0.1647%
19 19 14 7 40 0.1647%
20 17 12 4 33 0.1359%
21 20 22 10 52 0.2142%
22 32 19 8 59 0.243%
23 34 26 19 79 0.3254%
24 111 22 34 167 0.6879%
25 28 18 5 51 0.21%
26 31 19 12 62 0.2554%
27 54 36 21 111 0.4572%
28 80 23 42 145 0.5973%
29 191 37 85 313 1.2893%
30 517 85 216 818 3.3697%
31 1183 111 454 1748 7.2008%
32 7 14 83 104 0.4284%
40 0 1 0 1 < 1‰
43 0 1 0 1 < 1‰
46 0 4 1 5 < 1‰
11799 8300 4174 24273 100%

Convolution 2

Cardinality IOV IOA RF Probability
1 1749 3744 849 6342 40.9478%
2 115 122 14 251 1.6206%
3 95 72 20 187 1.2073%
4 106 62 16 184 1.188%
5 124 66 9 199 1.2848%
6 112 79 16 207 1.3365%
7 102 76 16 194 1.2525%
8 132 90 19 241 1.556%
9 131 90 16 237 1.5302%
10 140 80 30 250 1.6141%
11 135 133 31 299 1.9305%
12 159 127 50 336 2.1694%
13 205 166 72 443 2.8602%
14 247 217 129 593 3.8287%
15 275 258 300 833 5.3783%
16 407 296 588 1291 8.3354%
17 19 20 49 88 0.5681%
18 9 9 7 25 0.1614%
19 16 13 4 33 0.213%
20 12 17 8 37 0.2388%
21 19 18 6 43 0.2776%
22 19 16 6 41 0.2647%
23 24 14 11 49 0.3163%
24 21 9 9 39 0.2518%
25 27 20 6 53 0.3422%
26 26 18 25 69 0.4455%
27 43 25 45 113 0.7295%
28 35 30 43 108 0.6973%
29 102 41 102 245 1.5818%
30 127 70 153 350 2.2598%
31 187 46 192 425 2.744%
32 10 9 34 53 0.3422%
33 6 4 1 11 < 1‰
34 7 2 1 10 < 1‰
35 6 3 1 10 < 1‰
36 6 4 2 12 < 1‰
37 14 7 1 22 0.142%
38 10 5 1 16 0.1033%
39 7 6 0 13 < 1‰
40 6 5 4 15 < 1‰
41 6 6 2 14 < 1‰
42 9 10 2 21 0.1355%
43 8 5 2 15 < 1‰
44 11 10 2 23 0.1485%
45 5 7 3 15 < 1‰
46 12 7 4 23 0.1485%
47 13 9 0 22 0.142%
48 20 9 1 30 0.1936%
49 13 7 4 24 0.1549%
50 23 7 2 32 0.2066%
51 20 5 8 33 0.213%
52 26 10 5 41 0.2647%
53 26 13 5 44 0.284%
54 20 9 3 32 0.2066%
55 23 18 13 54 0.3486%
56 29 23 9 61 0.3938%
57 41 20 9 70 0.4519%
58 38 13 3 54 0.3486%
59 41 24 14 79 0.51%
60 53 32 12 97 0.6262%
61 69 41 13 123 0.7941%
62 86 36 28 150 0.9684%
63 85 40 24 149 0.962%
64 65 29 25 119 0.7683%
68 0 1 0 1 < 1‰
71 0 2 0 2 < 1‰
72 1 1 0 2 < 1‰
73 0 1 0 1 < 1‰
74 0 1 0 1 < 1‰
75 0 1 0 1 < 1‰
80 0 2 0 2 < 1‰
81 0 1 0 1 < 1‰
83 1 0 0 1 < 1‰
85 0 1 1 2 < 1‰
87 0 1 0 1 < 1‰
89 1 1 0 2 < 1‰
90 1 0 1 2 < 1‰
93 0 1 0 1 < 1‰
95 0 2 0 2 < 1‰
96 1 0 0 1 < 1‰
97 0 1 0 1 < 1‰
98 0 0 1 1 < 1‰
99 1 0 0 1 < 1‰
100 1 2 0 3 < 1‰
101 0 3 0 3 < 1‰
102 2 1 0 3 < 1‰
103 0 1 0 1 < 1‰
104 1 0 0 1 < 1‰
105 1 2 0 3 < 1‰
106 1 0 1 2 < 1‰
107 0 0 1 1 < 1‰
109 3 1 0 4 < 1‰
110 1 3 0 4 < 1‰
111 1 0 2 3 < 1‰
112 1 2 1 4 < 1‰
113 2 4 0 6 < 1‰
114 2 2 2 6 < 1‰
115 2 2 1 5 < 1‰
116 4 2 2 8 < 1‰
117 5 0 2 7 < 1‰
118 8 1 0 9 < 1‰
119 3 0 1 4 < 1‰
120 6 5 2 13 < 1‰
121 1 1 3 5 < 1‰
122 5 6 1 12 < 1‰
123 7 2 2 11 < 1‰
124 6 2 3 11 < 1‰
125 5 3 2 10 < 1‰
126 7 2 3 12 < 1‰
127 5 7 1 13 < 1‰
128 3 1 2 6 < 1‰
5823 6551 3114 15488 100%

Convolution 3

Cardinality IOV IOA RF Probability
1 4260 9422 2111 15793 50.5456%
2 48 109 9 166 0.5312%
3 39 18 8 65 0.208%
4 53 35 64 152 0.4864%
5 41 15 4 60 0.192%
6 27 14 4 45 0.144%
7 27 18 2 47 0.1504%
8 35 27 10 72 0.2304%
9 31 33 7 71 0.2272%
10 54 43 9 106 0.3392%
11 77 57 8 142 0.4544%
12 107 94 20 221 0.7073%
13 215 180 28 423 1.3538%
14 382 362 90 834 2.6692%
15 746 845 385 1976 6.3242%
16 1507 1700 1878 5085 16.2746%
17 6 7 101 114 0.3648%
18 4 10 1 15 < 1‰
19 10 6 5 21 < 1‰
20 5 3 0 8 < 1‰
21 5 5 0 10 < 1‰
22 7 2 0 9 < 1‰
23 4 10 1 15 < 1‰
24 4 7 3 14 < 1‰
25 5 13 1 19 < 1‰
26 13 27 7 47 0.1504%
27 12 27 4 43 0.1376%
28 23 51 17 91 0.2912%
29 61 74 46 181 0.5792%
30 174 153 198 525 1.6802%
31 607 335 845 1787 5.7193%
32 10 74 216 300 0.9601%
33 1 1 0 2 < 1‰
34 3 0 0 3 < 1‰
35 4 1 0 5 < 1‰
36 2 1 0 3 < 1‰
37 0 1 0 1 < 1‰
38 2 1 1 4 < 1‰
39 2 0 0 2 < 1‰
40 1 0 2 3 < 1‰
41 1 3 1 5 < 1‰
42 0 1 0 1 < 1‰
43 2 1 0 3 < 1‰
44 3 1 0 4 < 1‰
45 1 6 1 8 < 1‰
46 2 23 0 25 < 1‰
47 5 4 1 10 < 1‰
48 8 1 0 9 < 1‰
49 4 3 0 7 < 1‰
50 7 1 1 9 < 1‰
51 2 3 2 7 < 1‰
52 8 4 1 13 < 1‰
53 14 5 1 20 < 1‰
54 11 4 3 18 < 1‰
55 20 8 4 32 0.1024%
56 21 9 0 30 < 1‰
57 14 20 5 39 0.1248%
58 45 14 6 65 0.208%
59 41 32 10 83 0.2656%
60 56 38 21 115 0.368%
61 88 64 31 183 0.5856%
62 162 129 58 349 1.1169%
63 266 177 123 566 1.8114%
64 365 246 197 808 2.586%
75 0 1 0 1 < 1‰
78 0 1 0 1 < 1‰
79 0 1 0 1 < 1‰
83 0 2 0 2 < 1‰
85 1 0 0 1 < 1‰
88 0 1 0 1 < 1‰
92 0 1 0 1 < 1‰
98 0 1 0 1 < 1‰
99 0 1 0 1 < 1‰
100 0 2 0 2 < 1‰
101 0 2 0 2 < 1‰
102 0 1 0 1 < 1‰
103 0 1 0 1 < 1‰
107 0 1 0 1 < 1‰
108 0 1 0 1 < 1‰
109 0 1 0 1 < 1‰
110 0 2 0 2 < 1‰
111 0 1 0 1 < 1‰
112 1 1 0 2 < 1‰
114 1 1 0 2 < 1‰
115 0 2 1 3 < 1‰
116 2 2 0 4 < 1‰
117 0 2 0 2 < 1‰
118 1 5 0 6 < 1‰
119 1 2 0 3 < 1‰
120 1 2 1 4 < 1‰
121 3 1 0 4 < 1‰
122 1 6 0 7 < 1‰
123 6 7 0 13 < 1‰
124 12 13 3 28 < 1‰
125 11 22 7 40 0.128%
126 22 22 10 54 0.1728%
127 43 33 10 86 0.2752%
128 34 34 7 75 0.24%
684 0 1 0 1 < 1‰
9900 14755 6590 31245 100%

Div

Cardinality IOV IOA RF Probability
1 2226 1343 206 3775 84.9077%
2 94 511 65 670 15.0697%
4 1 0 0 1 < 1‰
2321 1854 271 4446 100%

Exp

Cardinality IOV IOA RF Probability
1 3212 2243 472 5927 91.9057%
2 49 349 124 522 8.0942%
3261 2592 596 6449 100%

Leaky ReLU

Cardinality IOV IOA RF Probability
1 2374 1801 201 4376 84.4787%
2 193 532 77 802 15.4826%
3 1 0 1 2 < 1‰
2568 2333 279 5180 100%

Mul

Cardinality IOV IOA RF Probability
1 2861 1934 319 5114 88.4316%
2 84 524 61 669 11.5683%
2945 2458 380 5783 100%

Sigmoid

Cardinality IOV IOA RF Probability
1 1736 2087 283 4106 89.7486%
2 88 318 63 469 10.2513%
1824 2405 346 4575 100%