Last dimension | Dimension = 2 | Next dimension
| Δ fopt f1, 2-D |
1e1 2.0 |
1e0 6.0 |
1e-1 6.0 |
1e-2 6.0 |
1e-3 6.0 |
1e-5 6.0 |
1e-7 6.0 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 2.7 (2) | 1.5 (0.2) | 1.8 (1) | 2.1 (1) | 2.3 (1) | 2.6 (2) | 2.9 (2) | 15/15 |
| SLSQP-scipy-2019 Varelas | 2.5 (2) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 15/15 |
| SLSQP-11-scipy Hansen | 2.1 (2) | 1.1 (0) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 1.2 (0) | 15/15 |
| Δ fopt f2, 2-D |
1e1 16 |
1e0 19 |
1e-1 25 |
1e-2 25 |
1e-3 26 |
1e-5 28 |
1e-7 29 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 3.1 (1) | 2.9 (1) | 2.4 (0.9) | 2.7 (1.0) | 2.8 (1) | 2.9 (0.9) | 4.8 (3) | 15/15 |
| SLSQP-scipy-2019 Varelas | 1.6 (0.5) | 1.5 (0.4) | 1.3 (0.4) | 1.4 (0.5) | 1.6 (0.4) | 1.7 (0.4) | 1.8 (0.4) | 15/15 |
| SLSQP-11-scipy Hansen | 1.4 (0.5) | 1.4 (0.5) | 1.2 (0.4) | 1.4 (0.5) | 1.5 (0.5) | 1.6 (0.4) | 1.8 (0.7) | 15/15 |
| Δ fopt f3, 2-D |
1e1 15 |
1e0 271 |
1e-1 445 |
1e-2 446 |
1e-3 450 |
1e-5 454 |
1e-7 464 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 12 (9) | 2.6 (2) | 3.6 (4) | 3.6 (4) | 3.6 (4) | 3.6 (4) | 4.8 (4) | 15/15 |
| SLSQP-scipy-2019 Varelas | 11 (9) | 2.8 (3) | 8.5 (10) | 8.5 (10) | 8.4 (10) | 8.3 (10) | 8.2 (10) | 15/15 |
| SLSQP-11-scipy Hansen | 3.9 (7) | 2.6 (2) | 10 (8) | 10 (8) | 10 (7) | 10 (7) | 10 (7) | 15/15 |
| Δ fopt f4, 2-D |
1e1 22 |
1e0 344 |
1e-1 459 |
1e-2 496 |
1e-3 523 |
1e-5 544 |
1e-7 566 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 15 (14) | 8.8 (8) | 12 (13) | 12 (12) | 11 (11) | 11 (11) | 21 (16) | 15/15 |
| SLSQP-scipy-2019 Varelas | 11 (14) | 4.8 (6) | 20 (22) | 18 (21) | 17 (20) | 17 (19) | 16 (18) | 15/15 |
| SLSQP-11-scipy Hansen | 4.4 (7) | 3.1 (3) | 10 (8) | 9.4 (7) | 9.0 (7) | 8.6 (7) | 8.3 (6) | 15/15 |
| Δ fopt f5, 2-D |
1e1 4.0 |
1e0 4.0 |
1e-1 4.0 |
1e-2 4.0 |
1e-3 4.0 |
1e-5 4.0 |
1e-7 4.0 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.2 (0)★4 | 3.9 (2) | 4.5 (3) | 4.8 (3) | 4.8 (3) | 4.9 (3) | 4.9 (3) | 15/15 |
| SLSQP-scipy-2019 Varelas | 1.5 (0) | 3.5 (1) | 3.7 (1) | 3.8 (0.5) | 3.8 (0.5) | 3.8 (0.5) | 3.8 (0.5) | 15/15 |
| SLSQP-11-scipy Hansen | 1.5 (0) | 3.5 (0) | 3.5 (0) | 3.5 (0) | 3.5 (0) | 3.5 (0) | 3.5 (0) | 15/15 |
| Δ fopt f6, 2-D |
1e1 13 |
1e0 23 |
1e-1 41 |
1e-2 54 |
1e-3 67 |
1e-5 95 |
1e-7 124 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 3.6 (3) | 3.4 (2) | 2.5 (2) | 2.2 (1) | 2.2 (1) | 3.1 (2) | 23 (23) | 15/15 |
| SLSQP-scipy-2019 Varelas | 3.4 (3) | 2.9 (2) | 2.0 (2) | 1.7 (1) | 1.7 (1) | 1.5 (0.8) | 1.4 (0.7) | 15/15 |
| SLSQP-11-scipy Hansen | 5.2 (5) | 4.1 (3) | 2.6 (2) | 2.2 (1) | 2.1 (2) | 1.8 (1) | 2.0 (1) | 15/15 |
| Δ fopt f7, 2-D |
1e1 3.0 |
1e0 21 |
1e-1 60 |
1e-2 193 |
1e-3 217 |
1e-5 217 |
1e-7 241 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 89 (110) | 64 (115) | 42 (65) | 106 (181) | 170 (205) | 170 (205) | 529 (490) | 7/15 |
| SLSQP-scipy-2019 Varelas | 15 (18) | 18 (16) | 72 (86) | 297 (294) | 577 (461) | 577 (609) | 520 (423) | 13/15 |
| SLSQP-11-scipy Hansen | 17 (32) | 24 (26) | 89 (110) | 241 (340) | 571 (690) | 571 (635) | 514 (429) | 4/15 |
| Δ fopt f8, 2-D |
1e1 5.0 |
1e0 12 |
1e-1 37 |
1e-2 46 |
1e-3 86 |
1e-5 94 |
1e-7 112 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 3.6 (2) | 5.6 (4) | 3.1 (1) | 3.0 (1) | 1.8 (0.6) | 1.7 (0.6) | 1.8 (0.7) | 15/15 |
| SLSQP-scipy-2019 Varelas | 4.3 (1) | 4.8 (4) | 2.4 (2) | 2.4 (1) | 1.4 (0.7) | 1.4 (0.6) | 1.2 (0.5) | 15/15 |
| SLSQP-11-scipy Hansen | 3.2 (3) | 3.2 (4) | 2.0 (2) | 2.1 (1) | 1.2 (0.8) | 1.2 (0.7) | 1.1 (0.6) | 15/15 |
| Δ fopt f9, 2-D |
1e1 1 |
1e0 18 |
1e-1 30 |
1e-2 44 |
1e-3 68 |
1e-5 81 |
1e-7 92 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 15 (9) | 3.3 (4) | 3.5 (3) | 3.0 (2) | 2.1 (1) | 1.9 (1) | 2.1 (1) | 15/15 |
| SLSQP-scipy-2019 Varelas | 17 (8) | 2.1 (1) | 2.4 (1) | 2.1 (0.9) | 1.5 (0.6) | 1.4 (0.5) | 1.3 (0.4) | 15/15 |
| SLSQP-11-scipy Hansen | 1 (0)★3 | 0.50 (0)★3↑0 | 0.63 (0)★2↑0 | 0.98 (0)★2↑0 | 0.78 (0)★4↑0 | 0.80 (0)★4↑0 | 0.75 (0)★4↑0 | 15/15 |
| Δ fopt f10, 2-D |
1e1 30 |
1e0 46 |
1e-1 54 |
1e-2 61 |
1e-3 68 |
1e-5 82 |
1e-7 98 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.1 (0.8) | 0.88 (0.4) | 0.89 (0.4) | 0.90 (0.4) | 0.89 (0.4) | 1.0 (0.5) | 4.7 (7) | 15/15 |
| SLSQP-scipy-2019 Varelas | 0.82 (0.2) | 0.60 (0.2)↑0 | 0.61 (0.1)↑0 | 0.59 (0.1)↑0 | 0.60 (0.1)↑1 | 538 (1600) | 1966 (6192) | 8/15 |
| SLSQP-11-scipy Hansen | 0.82 (0.3) | 0.65 (0.2)↑1 | 0.61 (0.2)↑0 | 0.59 (0.2)↑0 | 0.57 (0.2)↑0 | 38 (3) | 166 (378) | 8/15 |
| Δ fopt f11, 2-D |
1e1 35 |
1e0 45 |
1e-1 50 |
1e-2 62 |
1e-3 67 |
1e-5 81 |
1e-7 97 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 0.96 (0.5) | 0.86 (0.4) | 0.90 (0.4) | 0.79 (0.3) | 0.84 (0.3) | 1.9 (1) | 10 (14) | 15/15 |
| SLSQP-scipy-2019 Varelas | 0.71 (0.2)↑1 | 0.64 (0.2)↑0 | 0.66 (0.2)↑0 | 0.61 (0.2)↑0 | 0.62 (0.2)↑0 | 3344 (5421) | 9136 (1e4) | 5/15 |
| SLSQP-11-scipy Hansen | 0.67 (0.3) | 0.61 (0.3)↑1 | 0.63 (0.2)↑0 | 0.59 (0.2)↑0 | 0.63 (0.2)↑0 | 83 (237) | 288 (524) | 8/15 |
| Δ fopt f12, 2-D |
1e1 35 |
1e0 46 |
1e-1 75 |
1e-2 94 |
1e-3 105 |
1e-5 153 |
1e-7 195 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 2.3 (2) | 3.8 (5) | 3.3 (4) | 3.0 (4) | 2.9 (4) | 2.8 (4) | 10 (8) | 14/15 |
| SLSQP-scipy-2019 Varelas | 1.8 (3) | 2.5 (4) | 2.1 (3) | 2.0 (3) | 2.0 (3) | 2.2 (4) | 4.9 (4) | 14/15 |
| SLSQP-11-scipy Hansen | 1.1 (0.8) | 1.0 (0.6) | 0.64 (0.3)↑0 | 0.52 (0.3)↑0 | 0.48 (0.2)↑0 | 0.37 (0.2)↑0 | 1.5 (3) | 15/15 |
| Δ fopt f13, 2-D |
1e1 23 |
1e0 35 |
1e-1 46 |
1e-2 60 |
1e-3 71 |
1e-5 95 |
1e-7 122 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 0.84 (0.3) | 0.86 (0.4) | 0.83 (0.4) | 0.78 (0.2) | 0.77 (0.2)↑0 | 0.84 (0.1)↑1 | 6.3 (8) | 15/15 |
| SLSQP-scipy-2019 Varelas | 0.98 (0.3) | 0.89 (0.3) | 0.82 (0.3) | 1.4 (0.2) | 1.3 (0.2) | 1.1e4 (3) | 4.9e4 (7e4) | 4/15 |
| SLSQP-11-scipy Hansen | 0.90 (0.3) | 0.79 (0.2)↑1 | 0.82 (0.2) | 0.76 (0.1)↑1 | 0.75 (0.1)↑0 | 0.87 (0.6) | 56 (172) | 9/15 |
| Δ fopt f14, 2-D |
1e1 1 |
1e0 7.0 |
1e-1 16 |
1e-2 24 |
1e-3 38 |
1e-5 67 |
1e-7 90 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 5.0 (3) | 2.3 (0.9) | 1.6 (0.6) | 1.5 (0.6) | 1.3 (0.4) | 1.1 (0.3) | 16 (19) | 15/15 |
| SLSQP-scipy-2019 Varelas | 5.1 (5) | 1.6 (0.6) | 1.2 (0.7) | 1.3 (0.5) | 1.1 (0.4) | 0.96 (0.3) | 194 (490) | 14/15 |
| SLSQP-11-scipy Hansen | 3.8 (3) | 1.6 (1) | 1.3 (0.6) | 1.4 (0.4) | 1.1 (0.4) | 0.97 (0.2) | 3.5 (4) | 14/15 |
| Δ fopt f15, 2-D |
1e1 37 |
1e0 291 |
1e-1 1033 |
1e-2 1066 |
1e-3 1113 |
1e-5 1231 |
1e-7 1412 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 2.2 (2) | 1.6 (1) | 1.4 (1) | 1.4 (1) | 1.4 (1) | 1.2 (1) | 2.2 (3) | 15/15 |
| SLSQP-scipy-2019 Varelas | 4.9 (5) | 4.9 (6) | 5.1 (5) | 5.0 (5) | 4.8 (5) | 4.3 (5) | 3.8 (4) | 15/15 |
| SLSQP-11-scipy Hansen | 2.9 (4) | 2.7 (3) | 2.4 (2) | 2.4 (2) | 2.3 (2) | 2.1 (2) | 1.8 (1) | 15/15 |
| Δ fopt f16, 2-D |
1e1 9.0 |
1e0 50 |
1e-1 174 |
1e-2 326 |
1e-3 358 |
1e-5 409 |
1e-7 538 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 21 (24) | 51 (94) | 40 (41) | 95 (78) | 1117 (1635) | ∞ | ∞2e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 3.1e4 (5e4) | 6.4e4 (1e5) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-11-scipy Hansen | 430 (1470) | 513 (527) | 457 (703) | 599 (669) | 1850 (2075) | ∞ | ∞4e4 | 0/15 |
| Δ fopt f17, 2-D |
1e1 3.0 |
1e0 61 |
1e-1 133 |
1e-2 275 |
1e-3 396 |
1e-5 1086 |
1e-7 1657 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 24 (48) | 7.0 (7) | 7.7 (6) | 50 (58)★3 | 185 (165) | ∞ | ∞2e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 21 (32) | 40 (83) | 244 (404) | 2426 (3128) | 3620 (4076) | ∞ | ∞2e5 | 0/15 |
| SLSQP-11-scipy Hansen | 11 (16) | 14 (12) | 72 (61) | 2121 (2536) | ∞ | ∞ | ∞4e4 | 0/15 |
| Δ fopt f18, 2-D |
1e1 19 |
1e0 134 |
1e-1 666 |
1e-2 1249 |
1e-3 1708 |
1e-5 2438 |
1e-7 2858 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 5.4 (5) | 21 (15) | 12 (16)★2 | 137 (241) | 313 (366) | ∞ | ∞2e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 101 (172) | 298 (325) | 2687 (3467) | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| SLSQP-11-scipy Hansen | 10 (12) | 59 (80) | 103 (163) | 501 (828) | 366 (234) | ∞ | ∞4e4 | 0/15 |
| Δ fopt f19, 2-D |
1e1 1 |
1e0 1 |
1e-1 26 |
1e-2 216 |
1e-3 227 |
1e-5 252 |
1e-7 276 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 593 (872) | 2588 (2440) | 153 (185) | 42 (43)★4 | 40 (41)★4 | 36 (37)★4 | 1.1e4 (2e4) | 0/15 |
| SLSQP-scipy-2019 Varelas | 8.0e5 (1e6) | 2.8e6 (2e6) | 3.5e5 (8e5) | ∞ | ∞ | ∞ | ∞7e5 | 0/15 |
| SLSQP-11-scipy Hansen | 1 (0) | 1 (0)★3 | 0.54 (0)★2↑0 | ∞ | ∞ | ∞ | ∞4e4 | 0/15 |
| Δ fopt f20, 2-D |
1e1 4.0 |
1e0 61 |
1e-1 365 |
1e-2 366 |
1e-3 366 |
1e-5 370 |
1e-7 375 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 2.4 (0.8) | 7.6 (5) | 5.9 (11) | 5.9 (11) | 5.9 (11) | 5.8 (11) | 5.8 (10) | 15/15 |
| SLSQP-scipy-2019 Varelas | 2.1 (2) | 6.0 (4) | 14 (10) | 14 (10) | 14 (10) | 14 (10) | 14 (10) | 15/15 |
| SLSQP-11-scipy Hansen | 2.5 (0) | 4.7 (7) | 21 (35) | 21 (34) | 21 (34) | 21 (34) | 21 (34) | 15/15 |
| Δ fopt f21, 2-D |
1e1 2.0 |
1e0 51 |
1e-1 174 |
1e-2 276 |
1e-3 290 |
1e-5 324 |
1e-7 330 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 3.6 (3) | 34 (38) | 38 (38) | 26 (27) | 26 (25) | 28 (23) | 28 (22) | 15/15 |
| SLSQP-scipy-2019 Varelas | 2.1 (4) | 2.3 (2) | 1.8 (2) | 1.2 (1) | 1.1 (1) | 1.1 (0.9) | 1.2 (1) | 15/15 |
| SLSQP-11-scipy Hansen | 2.5 (2) | 3.2 (3) | 1.3 (1) | 0.88 (0.9) | 0.86 (0.8) | 0.83 (0.7) | 0.89 (0.7) | 15/15 |
| Δ fopt f22, 2-D |
1e1 5.0 |
1e0 27 |
1e-1 168 |
1e-2 218 |
1e-3 249 |
1e-5 289 |
1e-7 306 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 6.9 (9) | 29 (70) | 12 (11) | 9.0 (9) | 8.0 (8) | 6.9 (7) | 8.2 (9) | 15/15 |
| SLSQP-scipy-2019 Varelas | 6.3 (6) | 3.5 (3) | 1.4 (1) | 1.1 (1) | 1.00 (0.9) | 0.93 (0.8) | 0.96 (0.8) | 15/15 |
| SLSQP-11-scipy Hansen | 2.1 (2) | 4.2 (7) | 1.5 (1) | 1.2 (1) | 1.1 (1) | 1.0 (0.9) | 1.0 (0.9) | 15/15 |
| Δ fopt f23, 2-D |
1e1 8.0 |
1e0 193 |
1e-1 234 |
1e-2 263 |
1e-3 299 |
1e-5 348 |
1e-7 379 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 3.1 (4) | 2.0 (2) | 6.5 (5) | 7.3 (5) | 40 (39) | 1880 (1401) | ∞2e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 6684 (2034) | 7059 (1e4) | 1.7e4 (2e4) | 2.0e4 (4e4) | 1.7e4 (3e4) | 6.7e4 (5e4) | ∞7e5 | 0/15 |
| SLSQP-11-scipy Hansen | 9.2 (13) | 10 (13) | 16 (22) | 23 (33) | 31 (46) | 111 (126) | ∞4e4 | 0/15 |
| Δ fopt f24, 2-D |
1e1 18 |
1e0 857 |
1e-1 8515 |
1e-2 23399 |
1e-3 24113 |
1e-5 24721 |
1e-7 24721 |
#succ 5/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 8.9 (12) | 6.2 (6) | 0.68 (0.6) | 0.60 (0.9) | 0.59 (0.9) | 0.57 (0.8) | 0.61 (0.8) | 15/15 |
| SLSQP-scipy-2019 Varelas | 4.4 (6) | 4.4 (6) | 5.1 (5) | 7.0 (7) | 6.8 (6) | 6.6 (6) | 6.6 (7) | 11/15 |
| SLSQP-11-scipy Hansen | 4.2 (4) | 1.7 (2) | 1.5 (1) | 3.4 (4) | 3.3 (4) | 3.3 (5) | 3.3 (3) | 6/15 |
Previous dimension | Dimension = 3 | Next dimension
| Δ fopt f1, 3-D |
1e1 4.0 |
1e0 8.0 |
1e-1 8.0 |
1e-2 8.0 |
1e-3 8.0 |
1e-5 8.0 |
1e-7 8.0 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.9 (0) | 1 (0) | 1 (0) | 1 (0) | 1 (0) | 1 (0) | 1 (0) | 15/15 |
| SLSQP-11-scipy Hansen | 1.6 (0.9) | 1 (0) | 1 (0) | 1 (0) | 1 (0) | 1 (0) | 1 (0) | 15/15 |
| Δ fopt f2, 3-D |
1e1 38 |
1e0 42 |
1e-1 43 |
1e-2 44 |
1e-3 45 |
1e-5 47 |
1e-7 48 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.1 (0.2) | 1.1 (0.2) | 1.2 (0.2) | 1.3 (0.3) | 1.5 (0.4) | 1.8 (0.5) | 2.1 (0.8) | 15/15 |
| SLSQP-11-scipy Hansen | 0.98 (0.2) | 1.1 (0.3) | 1.2 (0.3) | 1.3 (0.3) | 1.4 (0.4) | 1.6 (0.6) | 1.8 (0.6) | 15/15 |
| Δ fopt f3, 3-D |
1e1 38 |
1e0 822 |
1e-1 830 |
1e-2 835 |
1e-3 842 |
1e-5 847 |
1e-7 853 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 31 (24) | 10 (10) | 74 (80) | 74 (79) | 73 (78) | 73 (78) | 72 (77) | 15/15 |
| SLSQP-11-scipy Hansen | 15 (26) | 6.8 (10) | 47 (45) | 47 (60) | 47 (51) | 46 (67) | 46 (42) | 12/15 |
| Δ fopt f4, 3-D |
1e1 40 |
1e0 808 |
1e-1 866 |
1e-2 921 |
1e-3 952 |
1e-5 1015 |
1e-7 1044 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 34 (48) | 51 (61) | 484 (554) | 455 (360) | 440 (495) | 413 (399) | 402 (416) | 8/15 |
| SLSQP-11-scipy Hansen | 21 (24) | 39 (40) | 328 (298) | 309 (266) | 299 (335) | 280 (478) | 272 (338) | 3/15 |
| Δ fopt f5, 3-D |
1e1 7.0 |
1e0 7.0 |
1e-1 7.0 |
1e-2 7.0 |
1e-3 7.0 |
1e-5 7.0 |
1e-7 7.0 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.6 (0.4) | 2.4 (0.7)★2 | 2.5 (0.7)★ | 2.5 (0.7)★ | 2.5 (0.7)★ | 2.5 (0.7)★ | 2.5 (0.7)★ | 15/15 |
| SLSQP-11-scipy Hansen | 1 (0)★ | 3.1 (0) | 3.1 (0) | 3.1 (0) | 3.1 (0) | 3.1 (0) | 3.1 (0) | 15/15 |
| Δ fopt f6, 3-D |
1e1 34 |
1e0 56 |
1e-1 90 |
1e-2 117 |
1e-3 149 |
1e-5 215 |
1e-7 265 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 5.8 (4) | 4.4 (3) | 3.4 (2) | 3.0 (2) | 2.5 (1) | 2.2 (0.7) | 2.3 (1) | 15/15 |
| SLSQP-11-scipy Hansen | 4.4 (3) | 3.3 (2) | 2.6 (2) | 2.4 (1) | 2.3 (1) | 2.0 (0.9) | 2.4 (0.7) | 15/15 |
| Δ fopt f7, 3-D |
1e1 11 |
1e0 65 |
1e-1 342 |
1e-2 464 |
1e-3 482 |
1e-5 482 |
1e-7 535 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 24 (34) | 136 (127) | 414 (461) | 9546 (9537) | 9190 (1e4) | 9190 (1e4) | 8279 (9813) | 1/15 |
| SLSQP-11-scipy Hansen | 16 (18) | 190 (306) | 324 (428) | 1846 (2090) | 1777 (1100) | 1777 (1604) | 1601 (1445) | 1/15 |
| Δ fopt f8, 3-D |
1e1 27 |
1e0 45 |
1e-1 152 |
1e-2 179 |
1e-3 188 |
1e-5 198 |
1e-7 208 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.9 (0.9) | 3.2 (3) | 1.2 (1.0) | 1.2 (0.8) | 1.2 (0.7) | 1.2 (0.7) | 1.1 (0.7) | 15/15 |
| SLSQP-11-scipy Hansen | 1.3 (0.4) | 2.2 (2) | 0.95 (0.6) | 0.94 (0.6) | 0.96 (0.5) | 0.96 (0.5) | 0.95 (0.5) | 15/15 |
| Δ fopt f9, 3-D |
1e1 21 |
1e0 65 |
1e-1 127 |
1e-2 149 |
1e-3 159 |
1e-5 169 |
1e-7 178 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.7 (0.9) | 2.2 (2) | 1.5 (0.8) | 1.4 (0.7) | 1.4 (0.6) | 1.4 (0.6) | 1.3 (0.6) | 15/15 |
| SLSQP-11-scipy Hansen | 0.48 (0)★4↑0 | 0.15 (0)★4↑0 | 0.44 (0)★2↑0 | 0.48 (0)★4↑0 | 0.55 (0)★4↑0 | 0.57 (0)★4↑0 | 0.57 (0)★4↑0 | 15/15 |
| Δ fopt f10, 3-D |
1e1 114 |
1e0 152 |
1e-1 168 |
1e-2 180 |
1e-3 194 |
1e-5 218 |
1e-7 242 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 0.38 (0.2)↑0 | 0.34 (0.2)↑0 | 0.34 (0.1)↑0 | 0.38 (0.2)↑0 | 0.39 (0.2)↑0 | 1.3e4 (3e4) | 1.5e4 (3e4) | 8/15 |
| SLSQP-11-scipy Hansen | 0.33 (0.1)↑0 | 0.29 (0.1)↑0 | 0.30 (0.1)↑0 | 0.31 (0.1)↑0 | 0.32 (0.1)↑0 | 0.41 (0.2)↑1 | 108 (218) | 9/15 |
| Δ fopt f11, 3-D |
1e1 67 |
1e0 105 |
1e-1 227 |
1e-2 263 |
1e-3 277 |
1e-5 302 |
1e-7 327 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 0.51 (0.1)↑0 | 0.38 (0.1)↑0 | 0.20 (0.1)↑0 | 0.20 (0.1)↑0 | 0.21 (0.1)↑0 | 438 (84) | 2124 (4106) | 7/15 |
| SLSQP-11-scipy Hansen | 0.44 (0.2)↑0 | 0.34 (0.1)↑0 | 0.19 (0.1)↑0 | 0.19 (0.1)↑0 | 0.21 (0.1)↑0 | 33 (74) | 169 (246) | 5/15 |
| Δ fopt f12, 3-D |
1e1 65 |
1e0 168 |
1e-1 338 |
1e-2 401 |
1e-3 445 |
1e-5 696 |
1e-7 790 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 2.8 (5) | 1.9 (3) | 1.3 (2) | 1.2 (2) | 1.2 (2) | 0.87 (1) | 3.8 (7) | 13/15 |
| SLSQP-11-scipy Hansen | 2.3 (3) | 1.5 (2) | 1.0 (1) | 1.0 (1) | 1.0 (1) | 1.2 (1) | 4.6 (6) | 9/15 |
| Δ fopt f13, 3-D |
1e1 49 |
1e0 85 |
1e-1 108 |
1e-2 136 |
1e-3 215 |
1e-5 281 |
1e-7 365 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 0.99 (0.2) | 0.80 (0.1)↑0 | 0.82 (0.1)↑0 | 0.79 (0.1)↑0 | 0.60 (0.1)↑0 | 6.5e4 (1e5) | ∞8e6 | 0/15 |
| SLSQP-11-scipy Hansen | 0.89 (0.2) | 0.77 (0.1)↑0 | 0.79 (0.1)↑0 | 0.77 (0.1)↑0 | 41 (104) | 287 (346) | ∞9e4 | 0/15 |
| Δ fopt f14, 3-D |
1e1 2.0 |
1e0 17 |
1e-1 28 |
1e-2 43 |
1e-3 71 |
1e-5 110 |
1e-7 194 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 3.6 (3) | 1.1 (0.6) | 1.1 (0.5) | 1.1 (0.3) | 0.87 (0.2) | 0.87 (0.1) | 2280 (2692) | 6/15 |
| SLSQP-11-scipy Hansen | 2.6 (2) | 0.90 (0.6) | 0.83 (0.4) | 0.85 (0.3) | 0.74 (0.3) | 0.75 (0.2)↑0 | 38 (44)★ | 11/15 |
| Δ fopt f15, 3-D |
1e1 121 |
1e0 1372 |
1e-1 6285 |
1e-2 8282 |
1e-3 8429 |
1e-5 8787 |
1e-7 9041 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 5.0 (6) | 14 (14) | 13 (14) | 10 (11) | 10 (11) | 9.1 (10) | 8.9 (10) | 15/15 |
| SLSQP-11-scipy Hansen | 5.0 (5) | 6.4 (7) | 9.2 (10) | 7.0 (10) | 6.8 (7) | 6.6 (6) | 6.4 (5) | 10/15 |
| Δ fopt f16, 3-D |
1e1 41 |
1e0 319 |
1e-1 582 |
1e-2 789 |
1e-3 1864 |
1e-5 3204 |
1e-7 3361 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 2.0e4 (3e4) | 3.2e4 (3e4) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-11-scipy Hansen | 66 (85) | 367 (438)★2 | 1750 (2007)★2 | ∞★2 | ∞★2 | ∞★2 | ∞7e4★2 | 0/15 |
| Δ fopt f17, 3-D |
1e1 4.0 |
1e0 78 |
1e-1 282 |
1e-2 491 |
1e-3 1134 |
1e-5 2347 |
1e-7 3469 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 23 (50) | 134 (284) | 1705 (1563) | 9878 (9712) | ∞ | ∞ | ∞3e5 | 0/15 |
| SLSQP-11-scipy Hansen | 2.1 (2) | 46 (72) | ∞ | ∞ | ∞ | ∞ | ∞6e4 | 0/15 |
| Δ fopt f18, 3-D |
1e1 40 |
1e0 145 |
1e-1 1289 |
1e-2 3084 |
1e-3 3523 |
1e-5 4738 |
1e-7 5527 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 81 (107) | 1653 (1871) | ∞ | ∞ | ∞ | ∞ | ∞3e5 | 0/15 |
| SLSQP-11-scipy Hansen | 18 (22)★ | 582 (565) | ∞ | ∞ | ∞ | ∞ | ∞6e4 | 0/15 |
| Δ fopt f19, 3-D |
1e1 1 |
1e0 1 |
1e-1 109 |
1e-2 6764 |
1e-3 7367 |
1e-5 7399 |
1e-7 7441 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 2.8e6 (6e6) | 8.1e7 (6e7) | 7.4e5 (7e5) | ∞ | ∞ | ∞ | ∞3e6 | 0/15 |
| SLSQP-11-scipy Hansen | 1 (0)★3 | 1 (0)★4 | 0.14 (0)★4↑0 | ∞★4 | ∞★4 | ∞★4 | ∞9e4★4 | 0/15 |
| Δ fopt f20, 3-D |
1e1 8.0 |
1e0 385 |
1e-1 2291 |
1e-2 2398 |
1e-3 2481 |
1e-5 2573 |
1e-7 2776 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 2.1 (0.9) | 2.9 (3) | 10 (17) | 10 (16) | 10 (16) | 9.2 (15) | 8.6 (14) | 15/15 |
| SLSQP-11-scipy Hansen | 1.4 (0) | 4.1 (4) | 11 (11) | 10 (10) | 10 (10) | 10 (10) | 8.9 (9) | 14/15 |
| Δ fopt f21, 3-D |
1e1 6.0 |
1e0 184 |
1e-1 425 |
1e-2 439 |
1e-3 458 |
1e-5 469 |
1e-7 482 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 2.4 (2) | 3.7 (3) | 3.5 (5) | 3.4 (4) | 3.3 (4) | 3.3 (4) | 3.3 (4) | 15/15 |
| SLSQP-11-scipy Hansen | 2.7 (3) | 1.8 (2) | 1.7 (2) | 1.6 (1) | 1.6 (1) | 1.6 (1) | 2.3 (2) | 15/15 |
| Δ fopt f22, 3-D |
1e1 18 |
1e0 170 |
1e-1 354 |
1e-2 362 |
1e-3 384 |
1e-5 401 |
1e-7 414 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 3.6 (3) | 1.4 (0.9) | 1.6 (1) | 1.6 (1) | 1.6 (1) | 1.6 (1) | 1.7 (1) | 15/15 |
| SLSQP-11-scipy Hansen | 2.2 (2) | 2.4 (3) | 2.1 (3) | 2.1 (3) | 2.0 (2) | 2.0 (2) | 2.1 (2) | 15/15 |
| Δ fopt f23, 3-D |
1e1 3.0 |
1e0 407 |
1e-1 906 |
1e-2 1215 |
1e-3 2214 |
1e-5 2293 |
1e-7 2393 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 617 (135) | 1539 (1139) | 4106 (3181) | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| SLSQP-11-scipy Hansen | 21 (30) | 6.6 (10)★ | 21 (35)★4 | 22 (32)★4 | 15 (18)★4 | 83 (86)★4 | ∞6e4★4 | 0/15 |
| Δ fopt f24, 3-D |
1e1 97 |
1e0 10391 |
1e-1 1.0e5 |
1e-2 3.6e5 |
1e-3 3.6e5 |
1e-5 3.6e5 |
1e-7 3.6e5 |
#succ 2/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 6.4 (6) | 10 (11) | 44 (39) | ∞ | ∞ | ∞ | ∞3e5 | 0/15 |
| SLSQP-11-scipy Hansen | 8.2 (8) | 3.2 (5) | 8.4 (6) | ∞ | ∞ | ∞ | ∞6e4 | 0/15 |
Previous dimension | Dimension = 5 | Next dimension
| Δ fopt f1, 5-D |
1e1 11 |
1e0 12 |
1e-1 12 |
1e-2 12 |
1e-3 12 |
1e-5 12 |
1e-7 12 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.2 (0.3) | 2.4 (2) | 2.8 (2) | 3.1 (3) | 3.4 (3) | 3.8 (3) | 4.1 (3) | 15/15 |
| SLSQP-scipy-2019 Varelas | 0.85 (0)↑0 | 0.83 (0)↑0 | 0.83 (0)↑0 | 0.83 (0)↑0 | 0.83 (0)↑0 | 0.83 (0)↑0 | 0.83 (0)↑0 | 15/15 |
| SLSQP-11-scipy Hansen | 0.91 (0)↑0 | 0.83 (0)↑0 | 0.83 (0)↑0 | 0.83 (0)↑0 | 0.83 (0)↑0 | 0.83 (0)↑0 | 0.83 (0)↑0 | 15/15 |
| Δ fopt f2, 5-D |
1e1 83 |
1e0 87 |
1e-1 88 |
1e-2 89 |
1e-3 90 |
1e-5 92 |
1e-7 94 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.5 (0.6) | 1.7 (0.6) | 1.9 (0.7) | 2.1 (0.7) | 2.2 (0.8) | 2.5 (0.9) | 11 (11) | 15/15 |
| SLSQP-scipy-2019 Varelas | 1.3 (0.6) | 1.3 (0.5) | 1.4 (0.5) | 1.5 (0.6) | 1.7 (0.6) | 1.8 (0.6) | 2.0 (0.6) | 15/15 |
| SLSQP-11-scipy Hansen | 1.1 (0.4) | 1.2 (0.3) | 1.3 (0.4) | 1.4 (0.6) | 1.5 (0.7) | 1.8 (0.7) | 1.9 (0.7) | 15/15 |
| Δ fopt f3, 5-D |
1e1 716 |
1e0 1622 |
1e-1 1637 |
1e-2 1642 |
1e-3 1646 |
1e-5 1650 |
1e-7 1654 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 3.3 (3) | 10 (11)★3 | 56 (67)★3 | 56 (66)★3 | 55 (66)★3 | 55 (66)★3 | 267 (236) | 0/15 |
| SLSQP-scipy-2019 Varelas | 31 (52) | 958 (1079) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-11-scipy Hansen | 17 (25) | 879 (1419) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| Δ fopt f4, 5-D |
1e1 809 |
1e0 1633 |
1e-1 1688 |
1e-2 1758 |
1e-3 1817 |
1e-5 1886 |
1e-7 1903 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 8.9 (12)★2 | 93 (78) | 1003 (1409) | 963 (998) | 932 (917) | 3748 (4176) | ∞5e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 82 (75) | 4550 (7121) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-11-scipy Hansen | 59 (48) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| Δ fopt f5, 5-D |
1e1 10 |
1e0 10 |
1e-1 10 |
1e-2 10 |
1e-3 10 |
1e-5 10 |
1e-7 10 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.8 (1) | 4.9 (3) | 6.6 (4) | 7.3 (5) | 7.6 (5) | 7.7 (5) | 7.7 (5) | 15/15 |
| SLSQP-scipy-2019 Varelas | 1.5 (0.3) | 2.7 (0.3) | 2.8 (0.3) | 2.8 (0.3) | 2.8 (0.3) | 2.8 (0.3) | 2.8 (0.3) | 15/15 |
| SLSQP-11-scipy Hansen | 1.6 (0) | 2.3 (0) | 3.0 (0) | 3.0 (0) | 3.0 (0) | 3.0 (0) | 3.0 (0) | 15/15 |
| Δ fopt f6, 5-D |
1e1 114 |
1e0 214 |
1e-1 281 |
1e-2 404 |
1e-3 580 |
1e-5 1038 |
1e-7 1332 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.8 (2) | 1.6 (0.8) | 1.8 (1) | 1.7 (1) | 2.9 (3) | 7.7 (9) | 288 (287) | 2/15 |
| SLSQP-scipy-2019 Varelas | 2.6 (1) | 2.1 (1) | 2.0 (0.7) | 1.8 (0.9) | 1.5 (0.5) | 1.1 (0.4) | 1.3 (0.7) | 15/15 |
| SLSQP-11-scipy Hansen | 2.9 (1) | 2.1 (1) | 2.2 (1) | 1.7 (0.9) | 1.4 (0.6) | 0.99 (0.5) | 2.2 (2) | 15/15 |
| Δ fopt f7, 5-D |
1e1 24 |
1e0 324 |
1e-1 1171 |
1e-2 1451 |
1e-3 1572 |
1e-5 1572 |
1e-7 1597 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 198 (209) | 107 (140)★2 | 6088 (6832) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 348 (321) | 4954 (4465) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-11-scipy Hansen | 286 (599) | 1064 (1170) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| Δ fopt f8, 5-D |
1e1 73 |
1e0 273 |
1e-1 336 |
1e-2 372 |
1e-3 391 |
1e-5 410 |
1e-7 422 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.6 (0.7) | 17 (16) | 14 (13) | 13 (12) | 12 (11) | 11 (11) | 12 (10) | 15/15 |
| SLSQP-scipy-2019 Varelas | 1.4 (0.9) | 1.2 (1) | 1.2 (0.9) | 1.1 (0.8) | 1.1 (0.7) | 1.1 (0.7) | 1.1 (0.7) | 15/15 |
| SLSQP-11-scipy Hansen | 1.3 (0.5) | 1.1 (0.9) | 1.0 (0.8) | 1.0 (0.6) | 1.0 (0.6) | 1.0 (0.6) | 1.0 (0.6) | 15/15 |
| Δ fopt f9, 5-D |
1e1 35 |
1e0 127 |
1e-1 214 |
1e-2 263 |
1e-3 300 |
1e-5 335 |
1e-7 369 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 2.8 (1) | 1.5 (1.0) | 1.2 (0.7) | 1.1 (0.5) | 1.0 (0.4) | 1.00 (0.4) | 1.4 (1.0) | 15/15 |
| SLSQP-scipy-2019 Varelas | 2.9 (0.8) | 2.5 (2) | 1.7 (1) | 1.5 (1) | 1.4 (1) | 1.3 (0.9) | 1.2 (0.8) | 15/15 |
| SLSQP-11-scipy Hansen | 0.63 (0)★4↑0 | 0.46 (0)★4↑0 | 0.54 (0)★↑0 | 0.55 (0)★2↑0 | 0.53 (0)★4↑0 | 0.51 (0)★4↑0 | 0.50 (0)★4↑0 | 15/15 |
| Δ fopt f10, 5-D |
1e1 349 |
1e0 500 |
1e-1 574 |
1e-2 607 |
1e-3 626 |
1e-5 829 |
1e-7 880 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 0.40 (0.2)↑0 | 0.32 (0.1)↑0 | 0.30 (0.1)↑0 | 0.32 (0.1)↑0 | 0.34 (0.1)↑0 | 0.44 (0.5) | 13 (14) | 7/15 |
| SLSQP-scipy-2019 Varelas | 0.28 (0.1)↑0 | 0.21 (0.1)↑0 | 0.20 (0.1)↑0 | 0.21 (0.1)↑0 | 0.23 (0.1)↑0 | 0.25 (0.1)↑0 | 888 (2024) | 7/15 |
| SLSQP-11-scipy Hansen | 0.25 (0.1)↑0 | 0.20 (0.0)↑0 | 0.19 (0.0)↑0 | 0.19 (0.0)↑0 | 0.20 (0.0)↑0 | 0.22 (0.1)↑0 | 23 (31) | 10/15 |
| Δ fopt f11, 5-D |
1e1 143 |
1e0 202 |
1e-1 763 |
1e-2 977 |
1e-3 1177 |
1e-5 1467 |
1e-7 1673 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 0.44 (0.3)↑0 | 0.39 (0.2)↑0 | 0.12 (0.1)↑0 | 0.11 (0.1)↑0 | 0.11 (0.0)↑0 | 0.30 (0.4)↑1 | 28 (20) | 1/15 |
| SLSQP-scipy-2019 Varelas | 0.33 (0.1)↑0 | 0.28 (0.1)↑0 | 0.09 (0.0)↑0 | 0.08 (0.0)↑0 | 0.09 (0.1)↑0 | 149 (253) | 1735 (3638) | 0/15 |
| SLSQP-11-scipy Hansen | 0.28 (0.1)↑0 | 0.27 (0.1)↑0 | 0.08 (0.0)↑0 | 0.07 (0.0)↑0 | 0.07 (0.0)↑0 | 7.2 (17) | 195 (213) | 0/15 |
| Δ fopt f12, 5-D |
1e1 108 |
1e0 268 |
1e-1 371 |
1e-2 413 |
1e-3 461 |
1e-5 1303 |
1e-7 1494 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 2.7 (2) | 1.6 (2) | 1.6 (1) | 1.6 (1) | 1.7 (1) | 3.7 (5) | 276 (174) | 4/15 |
| SLSQP-scipy-2019 Varelas | 3.3 (5) | 1.9 (3) | 1.6 (2) | 1.6 (2) | 1.5 (2) | 0.77 (1) | 112 (42) | 12/15 |
| SLSQP-11-scipy Hansen | 2.8 (3) | 1.7 (2) | 1.5 (2) | 1.5 (2) | 1.5 (2) | 0.88 (0.7) | 4.2 (6) | 11/15 |
| Δ fopt f13, 5-D |
1e1 132 |
1e0 195 |
1e-1 250 |
1e-2 319 |
1e-3 1310 |
1e-5 1752 |
1e-7 2255 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 0.78 (0.1)↑0 | 0.80 (0.1)↑0 | 0.82 (0.1)↑0 | 0.80 (0.1)↑0 | 5.9 (2) | 1185 (1597) | ∞5e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 0.79 (0.1)↑0 | 0.75 (0.1)↑0 | 0.75 (0.0)↑0 | 0.73 (0.1)↑0 | 2190 (4741) | ∞ | ∞4e6 | 0/15 |
| SLSQP-11-scipy Hansen | 0.76 (0.1)↑0 | 0.74 (0.1)↑0 | 0.76 (0.1)↑0 | 0.73 (0.0)↑0 | 35 (58) | 437 (590) | ∞1e5 | 0/15 |
| Δ fopt f14, 5-D |
1e1 10 |
1e0 41 |
1e-1 58 |
1e-2 90 |
1e-3 139 |
1e-5 251 |
1e-7 476 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.2 (0.9) | 0.79 (0.4) | 1.0 (0.4) | 0.98 (0.2) | 0.87 (0.2) | 0.76 (0.1)↑0 | 936 (956) | 0/15 |
| SLSQP-scipy-2019 Varelas | 1.4 (0.4) | 0.77 (0.2)↑1 | 0.83 (0.3) | 0.83 (0.2) | 0.74 (0.2)↑0 | 0.66 (0.1)↑0 | 3666 (3599) | 0/15 |
| SLSQP-11-scipy Hansen | 0.89 (0.8) | 0.58 (0.3)↑0 | 0.74 (0.2)↑0 | 0.77 (0.2)↑1 | 0.70 (0.1)↑0 | 0.59 (0.1)↑0 | 512 (486) | 3/15 |
| Δ fopt f15, 5-D |
1e1 511 |
1e0 9310 |
1e-1 19369 |
1e-2 19743 |
1e-3 20073 |
1e-5 20769 |
1e-7 21359 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 3.2 (3)★ | 0.92 (0.8)★3 | 1.5 (2)★4 | 1.4 (2)★4 | 1.4 (2)★4 | 1.7 (2)★4 | 19 (27) | 0/15 |
| SLSQP-scipy-2019 Varelas | 27 (35) | 186 (133) | 384 (336) | 377 (348) | 371 (430) | 358 (391) | 348 (726) | 1/15 |
| SLSQP-11-scipy Hansen | 30 (33) | 153 (152) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| Δ fopt f16, 5-D |
1e1 120 |
1e0 612 |
1e-1 2662 |
1e-2 10163 |
1e-3 10449 |
1e-5 11644 |
1e-7 12095 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 19 (24)★ | 218 (198) | 2643 (3710) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 7074 (1e4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞7e5 | 0/15 |
| SLSQP-11-scipy Hansen | 250 (438) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| Δ fopt f17, 5-D |
1e1 5.0 |
1e0 215 |
1e-1 899 |
1e-2 2861 |
1e-3 3669 |
1e-5 6351 |
1e-7 7934 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 33 (39) | 21 (10)★2 | 421 (374) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 35 (47) | 1530 (1219) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-11-scipy Hansen | 31 (62) | 300 (279) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| Δ fopt f18, 5-D |
1e1 103 |
1e0 378 |
1e-1 3968 |
1e-2 8451 |
1e-3 9280 |
1e-5 10905 |
1e-7 12469 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 33 (36) | 98 (55)★4 | 1814 (1859) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 170 (150) | 3.7e4 (4e4) | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-11-scipy Hansen | 46 (39) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| Δ fopt f19, 5-D |
1e1 1 |
1e0 1 |
1e-1 242 |
1e-2 1.0e5 |
1e-3 1.2e5 |
1e-5 1.2e5 |
1e-7 1.2e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 4345 (6048) | 2.2e4 (2e4) | 442 (462) | 68 (72) | 60 (63) | 59 (71) | ∞5e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 5.1e6 (1e7) | 5.7e7 (6e7) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-11-scipy Hansen | 1 (0)★3 | 1 (0)★4 | 0.12 (0)★4↑0 | ∞ | ∞ | ∞ | ∞1e5★2 | 0/15 |
| Δ fopt f20, 5-D |
1e1 16 |
1e0 851 |
1e-1 38111 |
1e-2 51362 |
1e-3 54470 |
1e-5 54861 |
1e-7 55313 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.5 (1) | 3.6 (4) | 10 (10) | 7.5 (8) | 7.0 (7) | 7.0 (7) | 9.2 (10) | 8/15 |
| SLSQP-scipy-2019 Varelas | 1.7 (1) | 2.6 (3) | 9.0 (13) | 6.7 (7) | 6.3 (8) | 6.3 (5) | 6.2 (7) | 11/15 |
| SLSQP-11-scipy Hansen | 0.81 (0)★↑0 | 2.3 (2) | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
| Δ fopt f21, 5-D |
1e1 41 |
1e0 1157 |
1e-1 1674 |
1e-2 1692 |
1e-3 1705 |
1e-5 1729 |
1e-7 1757 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 14 (24) | 44 (61) | 62 (55) | 62 (55) | 61 (54) | 60 (54) | 145 (153) | 4/15 |
| SLSQP-scipy-2019 Varelas | 2.0 (2) | 1.1 (1.0) | 1.8 (2) | 1.8 (2) | 1.8 (2) | 1.8 (2) | 1.8 (2) | 15/15 |
| SLSQP-11-scipy Hansen | 1.3 (2) | 0.81 (0.9) | 1.3 (0.7) | 1.2 (0.7) | 1.2 (0.7) | 1.3 (0.7) | 1.4 (1) | 15/15 |
| Δ fopt f22, 5-D |
1e1 71 |
1e0 386 |
1e-1 938 |
1e-2 980 |
1e-3 1008 |
1e-5 1040 |
1e-7 1068 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 24 (52) | 63 (93) | 59 (73) | 57 (70) | 55 (68) | 54 (66) | 160 (192) | 8/15 |
| SLSQP-scipy-2019 Varelas | 2.5 (1) | 2.4 (3) | 2.6 (3) | 2.5 (3) | 2.5 (3) | 2.5 (3) | 2.8 (3) | 15/15 |
| SLSQP-11-scipy Hansen | 1.8 (2) | 1.1 (0.7) | 1.8 (2) | 1.7 (2) | 1.7 (2) | 1.7 (2) | 2.0 (2) | 14/15 |
| Δ fopt f23, 5-D |
1e1 3.0 |
1e0 518 |
1e-1 14249 |
1e-2 27890 |
1e-3 31654 |
1e-5 33030 |
1e-7 34256 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 4.2 (4) | 2.2 (2)★2 | 7.7 (7) | 18 (17) | 229 (221) | ∞ | ∞5e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 51 (109) | 232 (329) | 565 (517) | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-11-scipy Hansen | 27 (8) | 13 (19) | 17 (17) | 25 (45) | ∞ | ∞ | ∞1e5 | 0/15 |
| Δ fopt f24, 5-D |
1e1 1622 |
1e0 2.2e5 |
1e-1 6.4e6 |
1e-2 9.6e6 |
1e-3 9.6e6 |
1e-5 1.3e7 |
1e-7 1.3e7 |
#succ 3/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 2.6 (1) | 0.26 (0.3)★3↑0 | 0.56 (0.5) | 0.76 (1) | 0.75 (1) | 0.56 (0.6) | ∞5e5 | 0/15 |
| SLSQP-scipy-2019 Varelas | 19 (20) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞5e5 | 0/15 |
| SLSQP-11-scipy Hansen | 6.4 (7) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e5 | 0/15 |
Previous dimension | Dimension = 10 | Next dimension
| Δ fopt f1, 10-D |
1e1 22 |
1e0 23 |
1e-1 23 |
1e-2 23 |
1e-3 23 |
1e-5 23 |
1e-7 23 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 0.68 (0)↑0 | 0.65 (0)↑0 | 0.65 (0)↑0 | 0.65 (0)↑0 | 0.65 (0)↑0 | 0.65 (0)↑0 | 0.65 (0)↑0 | 15/15 |
| SLSQP-11-scipy Hansen | 0.68 (0)↑0 | 0.65 (0)↑0 | 0.65 (0)↑0 | 0.65 (0)↑0 | 0.65 (0)↑0 | 0.65 (0)↑0 | 0.65 (0)↑0 | 15/15 |
| Δ fopt f2, 10-D |
1e1 187 |
1e0 190 |
1e-1 191 |
1e-2 191 |
1e-3 193 |
1e-5 194 |
1e-7 195 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.3 (0.2) | 1.4 (0.2) | 1.6 (0.2) | 1.7 (0.2) | 1.8 (0.3) | 2.0 (0.4) | 2.2 (0.4) | 15/15 |
| SLSQP-11-scipy Hansen | 1.6 (0.5) | 1.6 (0.5) | 1.7 (0.5) | 1.9 (0.5) | 2.0 (0.5) | 2.3 (0.6) | 2.6 (0.6) | 15/15 |
| Δ fopt f3, 10-D |
1e1 1739 |
1e0 3600 |
1e-1 3609 |
1e-2 3636 |
1e-3 3642 |
1e-5 3646 |
1e-7 3651 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| Δ fopt f4, 10-D |
1e1 2234 |
1e0 3626 |
1e-1 3660 |
1e-2 3695 |
1e-3 3707 |
1e-5 3744 |
1e-7 28767 |
#succ 12/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| Δ fopt f5, 10-D |
1e1 20 |
1e0 20 |
1e-1 20 |
1e-2 20 |
1e-3 20 |
1e-5 20 |
1e-7 20 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.5 (0.3) | 2.4 (0.6) | 2.4 (0.6) | 2.5 (0.6) | 2.5 (0.6) | 2.5 (0.6) | 2.5 (0.6) | 15/15 |
| SLSQP-11-scipy Hansen | 1.3 (0) | 2.5 (0) | 2.5 (0) | 2.5 (0) | 2.5 (0) | 2.5 (0) | 2.5 (0) | 15/15 |
| Δ fopt f6, 10-D |
1e1 412 |
1e0 623 |
1e-1 826 |
1e-2 1039 |
1e-3 1292 |
1e-5 1841 |
1e-7 2370 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 2.6 (1) | 2.7 (1) | 2.8 (0.9) | 2.8 (1.0) | 2.9 (1.0) | 2.8 (0.9) | 3.6 (2) | 15/15 |
| SLSQP-11-scipy Hansen | 2.3 (0.9) | 2.0 (0.5) | 2.1 (0.4) | 2.3 (0.3) | 2.3 (0.5) | 2.4 (0.5) | 8.4 (11) | 4/15 |
| Δ fopt f7, 10-D |
1e1 172 |
1e0 1611 |
1e-1 4195 |
1e-2 5099 |
1e-3 5141 |
1e-5 5141 |
1e-7 5389 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| Δ fopt f8, 10-D |
1e1 326 |
1e0 921 |
1e-1 1114 |
1e-2 1217 |
1e-3 1267 |
1e-5 1315 |
1e-7 1343 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.3 (0.4) | 1.7 (1) | 1.5 (1) | 1.5 (0.9) | 1.4 (0.9) | 1.4 (0.9) | 1.4 (0.8) | 15/15 |
| SLSQP-11-scipy Hansen | 1.4 (0.9) | 1.1 (0.7) | 0.97 (0.5) | 0.94 (0.5) | 0.93 (0.5) | 0.92 (0.5) | 0.91 (0.4) | 15/15 |
| Δ fopt f9, 10-D |
1e1 200 |
1e0 648 |
1e-1 857 |
1e-2 993 |
1e-3 1065 |
1e-5 1138 |
1e-7 1185 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.4 (0.4) | 1.8 (2) | 1.5 (1) | 1.4 (1.0) | 1.3 (0.9) | 1.2 (0.9) | 1.2 (0.8) | 15/15 |
| SLSQP-11-scipy Hansen | 0.82 (0)★2↑0 | 0.39 (0)★4↑0 | 0.39 (0)★4↑0 | 0.39 (0)★4↑0 | 0.39 (0)★4↑0 | 0.39 (0)★4↑0 | 0.39 (0)★4↑0 | 15/15 |
| Δ fopt f10, 10-D |
1e1 1835 |
1e0 2172 |
1e-1 2455 |
1e-2 2728 |
1e-3 2802 |
1e-5 4543 |
1e-7 4739 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 0.17 (0.1)↑0 | 0.16 (0.1)↑0 | 0.15 (0.1)↑0 | 0.14 (0.1)↑0 | 0.15 (0.1)↑0 | 0.10 (0.1)↑0 | 256 (372) | 3/15 |
| SLSQP-11-scipy Hansen | 0.16 (0.1)↑0 | 0.15 (0.1)↑0 | 0.14 (0.0)↑0 | 0.14 (0.1)↑0 | 0.15 (0.0)↑0 | 0.10 (0.0)↑0 | 5.3 (8) | 9/15 |
| Δ fopt f11, 10-D |
1e1 266 |
1e0 1041 |
1e-1 2602 |
1e-2 2954 |
1e-3 3338 |
1e-5 4092 |
1e-7 4843 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 0.29 (0.1)↑0 | 0.10 (0.0)↑0 | 0.05 (0.0)↑0 | 0.05 (0.0)↑0 | 0.05 (0.0)↑0 | 66 (74) | 819 (511) | 2/15 |
| SLSQP-11-scipy Hansen | 0.25 (0.1)↑0 | 0.09 (0.0)↑0 | 0.04 (0.0)↑0 | 0.04 (0.0)↑0 | 0.05 (0.0)↑0 | 0.62 (0.3)↑1 | 85 (110) | 0/15 |
| Δ fopt f12, 10-D |
1e1 515 |
1e0 896 |
1e-1 1240 |
1e-2 1390 |
1e-3 1569 |
1e-5 3660 |
1e-7 5154 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 2.5 (3) | 1.9 (2) | 1.6 (2) | 1.6 (2) | 1.5 (1) | 0.99 (0.6) | 3.3 (4) | 11/15 |
| SLSQP-11-scipy Hansen | 1.9 (2) | 1.6 (1) | 1.4 (0.9) | 1.3 (0.8) | 1.3 (0.7) | 1.2 (1) | 4.2 (4) | 10/15 |
| Δ fopt f13, 10-D |
1e1 387 |
1e0 596 |
1e-1 797 |
1e-2 1014 |
1e-3 4587 |
1e-5 6208 |
1e-7 7779 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 0.69 (0.1)↑0 | 0.67 (0.1)↑0 | 0.63 (0.1)↑0 | 0.62 (0.0)↑0 | 4491 (7040) | 3.7e4 (3e4) | ∞8e6 | 0/15 |
| SLSQP-11-scipy Hansen | 0.65 (0.0)↑0 | 0.64 (0.0)↑0 | 0.62 (0.0)↑0 | 0.61 (0.0)↑0 | 52 (75) | 266 (303) | ∞3e5 | 0/15 |
| Δ fopt f14, 10-D |
1e1 37 |
1e0 98 |
1e-1 133 |
1e-2 205 |
1e-3 392 |
1e-5 687 |
1e-7 4305 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 0.76 (0.3) | 0.68 (0.2)↑0 | 0.81 (0.2)↑1 | 0.80 (0.1)↑0 | 0.58 (0.1)↑0 | 0.53 (0.1)↑0 | ∞1e6 | 0/15 |
| SLSQP-11-scipy Hansen | 0.66 (0.2)↑1 | 0.58 (0.1)↑0 | 0.70 (0.1)↑0 | 0.74 (0.1)↑0 | 0.56 (0.1)↑0 | 0.53 (0.1)↑0 | 727 (1013)★ | 0/15 |
| Δ fopt f15, 10-D |
1e1 4774 |
1e0 39246 |
1e-1 73643 |
1e-2 74669 |
1e-3 75790 |
1e-5 77814 |
1e-7 79834 |
#succ 12/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| Δ fopt f16, 10-D |
1e1 425 |
1e0 7029 |
1e-1 15779 |
1e-2 45669 |
1e-3 51151 |
1e-5 65798 |
1e-7 71570 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| SLSQP-11-scipy Hansen | 6940 (6127)★ | ∞★ | ∞★ | ∞★ | ∞★ | ∞★ | ∞2e5★ | 0/15 |
| Δ fopt f17, 10-D |
1e1 26 |
1e0 429 |
1e-1 2203 |
1e-2 6329 |
1e-3 9851 |
1e-5 20190 |
1e-7 26503 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 48 (58) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| SLSQP-11-scipy Hansen | 32 (64) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| Δ fopt f18, 10-D |
1e1 238 |
1e0 836 |
1e-1 7012 |
1e-2 15928 |
1e-3 27536 |
1e-5 37234 |
1e-7 42708 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 6135 (1e4) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| SLSQP-11-scipy Hansen | 2547 (4294) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| Δ fopt f19, 10-D |
1e1 1 |
1e0 1 |
1e-1 10609 |
1e-2 9.8e5 |
1e-3 1.4e6 |
1e-5 1.4e6 |
1e-7 1.4e6 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 2.1e7 (3e7) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e6 | 0/15 |
| SLSQP-11-scipy Hansen | 1 (0)★4 | 1 (0)★4 | 6.8e-3 (5e-5)★4↑0 | ∞★4 | ∞★4 | ∞★4 | ∞3e5★4 | 0/15 |
| Δ fopt f20, 10-D |
1e1 32 |
1e0 15426 |
1e-1 5.5e5 |
1e-2 5.7e5 |
1e-3 5.7e5 |
1e-5 5.8e5 |
1e-7 5.9e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.9 (1) | 2.1 (2) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| SLSQP-11-scipy Hansen | 1 (0)★3 | 4.0 (5) | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
| Δ fopt f21, 10-D |
1e1 130 |
1e0 2236 |
1e-1 4392 |
1e-2 4487 |
1e-3 4618 |
1e-5 5074 |
1e-7 11329 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.3 (2) | 1.2 (1) | 1.9 (3) | 1.9 (3) | 1.9 (3) | 1.7 (3) | 0.78 (1) | 15/15 |
| SLSQP-11-scipy Hansen | 1.8 (3) | 1.4 (2) | 1.2 (2) | 1.1 (2) | 1.1 (1) | 1.0 (1) | 0.70 (1) | 15/15 |
| Δ fopt f22, 10-D |
1e1 98 |
1e0 2839 |
1e-1 6353 |
1e-2 6620 |
1e-3 6798 |
1e-5 8296 |
1e-7 10351 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 4.5 (7) | 1.5 (2) | 2.4 (3) | 2.3 (3) | 2.2 (3) | 1.9 (3) | 3.2 (4) | 12/15 |
| SLSQP-11-scipy Hansen | 1.2 (1) | 0.60 (0.3)↑1 | 0.82 (1) | 0.79 (1) | 0.78 (1) | 0.67 (0.8) | 2.9 (5) | 9/15 |
| Δ fopt f23, 10-D |
1e1 3.0 |
1e0 915 |
1e-1 16425 |
1e-2 1.8e5 |
1e-3 2.0e5 |
1e-5 2.1e5 |
1e-7 2.1e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 10 (8) | 79 (99) | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| SLSQP-11-scipy Hansen | 9.3 (7) | 15 (18) | 87 (159)★2 | ∞★2 | ∞★2 | ∞★2 | ∞2e5★2 | 0/15 |
| Δ fopt f24, 10-D |
1e1 98761 |
1e0 1.0e6 |
1e-1 7.5e7 |
1e-2 7.5e7 |
1e-3 7.5e7 |
1e-5 7.5e7 |
1e-7 7.5e7 |
#succ 1/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e5 | 0/15 |
Previous dimension | Dimension = 20 | Next dimension
| Δ fopt f1, 20-D |
1e1 43 |
1e0 43 |
1e-1 43 |
1e-2 43 |
1e-3 43 |
1e-5 43 |
1e-7 43 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.3 (0.8) | 3.4 (3) | 4.1 (4) | 4.6 (4) | 5.3 (5) | 5.8 (5) | 6.2 (5) | 15/15 |
| SLSQP-scipy-2019 Varelas | 0.58 (0)↑0 | 0.58 (0)↑0 | 0.58 (0)↑0 | 0.58 (0)↑0 | 0.58 (0)↑0 | 0.58 (0)↑0 | 0.58 (0)↑0 | 15/15 |
| SLSQP-11-scipy Hansen | 0.58 (0)↑0 | 0.58 (0)↑0 | 0.58 (0)↑0 | 0.58 (0)↑0 | 0.58 (0)↑0 | 0.58 (0)↑0 | 0.58 (0)↑0 | 15/15 |
| Δ fopt f2, 20-D |
1e1 385 |
1e0 386 |
1e-1 387 |
1e-2 388 |
1e-3 390 |
1e-5 391 |
1e-7 393 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 3.2 (0.8) | 3.8 (0.7) | 4.1 (0.7) | 4.3 (0.7) | 4.4 (0.9) | 4.8 (0.8) | 1137 (797) | 0/15 |
| SLSQP-scipy-2019 Varelas | 2.5 (0.7) | 2.7 (0.8) | 2.9 (0.8) | 3.0 (0.8) | 3.2 (0.9) | 3.5 (1) | 3.7 (1) | 15/15 |
| SLSQP-11-scipy Hansen | 2.5 (0.5) | 2.6 (0.5) | 2.8 (0.6) | 3.0 (0.6) | 3.2 (0.8) | 3.5 (0.9) | 3.8 (1) | 15/15 |
| Δ fopt f3, 20-D |
1e1 5066 |
1e0 7626 |
1e-1 7635 |
1e-2 7637 |
1e-3 7643 |
1e-5 7646 |
1e-7 7651 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| Δ fopt f4, 20-D |
1e1 4722 |
1e0 7628 |
1e-1 7666 |
1e-2 7686 |
1e-3 7700 |
1e-5 7758 |
1e-7 1.4e5 |
#succ 9/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| Δ fopt f5, 20-D |
1e1 41 |
1e0 41 |
1e-1 41 |
1e-2 41 |
1e-3 41 |
1e-5 41 |
1e-7 41 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 2.1 (0.3) | 4.1 (3) | 14 (31) | 19 (31) | 19 (31) | 19 (31) | 19 (31) | 15/15 |
| SLSQP-scipy-2019 Varelas | 1.6 (0.3) | 2.1 (0.5) | 2.2 (0.5) | 2.3 (0.5) | 2.3 (0.5) | 2.3 (0.5) | 2.3 (0.5) | 15/15 |
| SLSQP-11-scipy Hansen | 1.7 (0) | 2.2 (0) | 2.2 (0) | 2.2 (0) | 2.2 (0) | 2.2 (0) | 2.2 (0) | 15/15 |
| Δ fopt f6, 20-D |
1e1 1296 |
1e0 2343 |
1e-1 3413 |
1e-2 4255 |
1e-3 5220 |
1e-5 6728 |
1e-7 8409 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.7 (0.7)★ | 2.1 (2) | 4.9 (4) | 30 (28) | 120 (112) | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | 3.0 (0.9) | 2.6 (1) | 2.5 (0.8) | 2.6 (0.7) | 2.6 (0.8) | 2.9 (0.7) | 3.0 (0.6) | 15/15 |
| SLSQP-11-scipy Hansen | 2.5 (0.6) | 2.0 (0.5) | 2.1 (0.7) | 2.3 (0.9) | 2.4 (1) | 2.6 (0.9) | 8.7 (8) | 0/15 |
| Δ fopt f7, 20-D |
1e1 1351 |
1e0 4274 |
1e-1 9503 |
1e-2 16523 |
1e-3 16524 |
1e-5 16524 |
1e-7 16969 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| Δ fopt f8, 20-D |
1e1 2039 |
1e0 3871 |
1e-1 4040 |
1e-2 4148 |
1e-3 4219 |
1e-5 4371 |
1e-7 4484 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 0.68 (0.3)↑1 | 22 (32) | 21 (30) | 20 (30) | 20 (29) | 19 (28) | 19 (27) | 15/15 |
| SLSQP-scipy-2019 Varelas | 1.1 (0.4) | 0.81 (0.3) | 0.82 (0.3) | 0.82 (0.3) | 0.82 (0.3) | 0.81 (0.3) | 0.80 (0.3) | 15/15 |
| SLSQP-11-scipy Hansen | 0.78 (0.2)↑1 | 0.76 (0.6) | 0.78 (0.5) | 0.78 (0.5) | 0.78 (0.5) | 0.77 (0.5) | 0.76 (0.5) | 15/15 |
| Δ fopt f9, 20-D |
1e1 1716 |
1e0 3102 |
1e-1 3277 |
1e-2 3379 |
1e-3 3455 |
1e-5 3594 |
1e-7 3727 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.0 (0.2) | 3.3 (2) | 3.2 (1) | 3.2 (1) | 3.1 (1) | 3.0 (1) | 3.2 (1) | 15/15 |
| SLSQP-scipy-2019 Varelas | 1.1 (0.3) | 1.0 (0.5) | 1.0 (0.5) | 1.0 (0.5) | 1.0 (0.5) | 0.99 (0.5) | 0.97 (0.5) | 15/15 |
| SLSQP-11-scipy Hansen | 0.35 (0)★4↑0 | 0.28 (0)★4↑0 | 0.32 (0)★4↑0 | 0.35 (0)★4↑0 | 0.36 (3e-3)★4↑0 | 0.36 (3e-3)★4↑0 | 0.36 (3e-3)★4↑0 | 15/15 |
| Δ fopt f10, 20-D |
1e1 7413 |
1e0 8661 |
1e-1 10735 |
1e-2 13641 |
1e-3 14920 |
1e-5 17073 |
1e-7 17476 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 0.16 (0.0)↑0 | 0.15 (0.0)↑0 | 0.13 (0.0)↑0 | 0.11 (0.0)↑0 | 0.11 (0.0)↑0 | 0.12 (0.1)↑0 | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | 0.13 (0.0)↑0 | 0.11 (0.0)↑0 | 0.10 (0.0)↑0 | 0.08 (0.0)↑0 | 0.08 (0.0)↑0 | 0.08 (0.0)↑0 | 135 (252) | 0/15 |
| SLSQP-11-scipy Hansen | 0.13 (0.0)↑0 | 0.12 (0.0)↑0 | 0.10 (0.0)↑0 | 0.09 (0.0)↑0 | 0.08 (0.0)↑0 | 0.09 (0.0)↑0 | 8.0 (11) | 1/15 |
| Δ fopt f11, 20-D |
1e1 1002 |
1e0 2228 |
1e-1 6278 |
1e-2 8586 |
1e-3 9762 |
1e-5 12285 |
1e-7 14831 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 0.38 (0.5) | 0.26 (0.2)↑0 | 0.11 (0.1)↑0 | 0.09 (0.1)↑0 | 0.09 (0.1)↑0 | 0.14 (0.1)↑0 | 968 (861) | 0/15 |
| SLSQP-scipy-2019 Varelas | 0.23 (0.2)↑0 | 0.13 (0.1)↑0 | 0.05 (0.0)↑0 | 0.04 (0.0)↑0 | 0.05 (0.0)↑0 | 0.15 (0.4)↑0 | 555 (532) | 0/15 |
| SLSQP-11-scipy Hansen | 0.15 (0.1)↑0 | 0.09 (0.0)↑0 | 0.04 (0.0)↑0 | 0.03 (9e-3)↑0 | 0.03 (9e-3)↑0 | 0.64 (0.2)↑1 | 36 (42) | 0/15 |
| Δ fopt f12, 20-D |
1e1 1042 |
1e0 1938 |
1e-1 2740 |
1e-2 3156 |
1e-3 4140 |
1e-5 12407 |
1e-7 13827 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 2.2 (2) | 1.6 (1) | 1.4 (1) | 1.3 (1) | 1.2 (0.9) | 0.81 (0.6) | 463 (547) | 0/15 |
| SLSQP-scipy-2019 Varelas | 5.6 (3) | 3.6 (2) | 2.8 (1) | 2.5 (1) | 2.0 (0.8) | 1.7 (2) | 20 (30) | 7/15 |
| SLSQP-11-scipy Hansen | 2.8 (2) | 2.1 (1) | 1.7 (1) | 1.6 (0.9) | 1.3 (0.7) | 1.8 (1) | 3.3 (2) | 9/15 |
| Δ fopt f13, 20-D |
1e1 652 |
1e0 2021 |
1e-1 2751 |
1e-2 3507 |
1e-3 18749 |
1e-5 24455 |
1e-7 30201 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.2 (0.1) | 0.56 (0.0)↑0 | 0.55 (0.0)↑0 | 0.51 (0.0)↑0 | 34 (53) | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | 1.2 (0.1) | 0.58 (0.0)↑0 | 0.52 (0.0)↑0 | 0.51 (0.0)↑0 | 6198 (7230) | 3.4e4 (3e4) | ∞4e7 | 0/15 |
| SLSQP-11-scipy Hansen | 1.2 (0.1) | 0.55 (0.0)↑0 | 0.51 (0.0)↑0 | 0.50 (0.0)↑0 | 31 (57) | 131 (157) | ∞5e5 | 0/15 |
| Δ fopt f14, 20-D |
1e1 75 |
1e0 239 |
1e-1 304 |
1e-2 451 |
1e-3 932 |
1e-5 1648 |
1e-7 15661 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 1.1 (0.2) | 0.69 (0.1)↑0 | 0.85 (0.1)↑1 | 0.91 (0.1)↑0 | 0.61 (0.1)↑0 | 0.70 (0.3) | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | 1.1 (0.3) | 0.63 (0.1)↑0 | 0.78 (0.1)↑0 | 0.84 (0.1)↑1 | 0.57 (0.1)↑0 | 0.54 (0.1)↑0 | ∞2e6 | 0/15 |
| SLSQP-11-scipy Hansen | 0.75 (0.2)★2↑0 | 0.52 (0.1)↑0 | 0.69 (0.1)↑0 | 0.76 (0.1)↑0 | 0.53 (0.0)↑0 | 0.51 (0.0)↑0 | ∞4e5★ | 0/15 |
| Δ fopt f15, 20-D |
1e1 30378 |
1e0 1.5e5 |
1e-1 3.1e5 |
1e-2 3.2e5 |
1e-3 3.2e5 |
1e-5 4.5e5 |
1e-7 4.6e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 218 (252) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| Δ fopt f16, 20-D |
1e1 1384 |
1e0 27265 |
1e-1 77015 |
1e-2 1.4e5 |
1e-3 1.9e5 |
1e-5 2.0e5 |
1e-7 2.2e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 4898 (5328) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| Δ fopt f17, 20-D |
1e1 63 |
1e0 1030 |
1e-1 4005 |
1e-2 12242 |
1e-3 30677 |
1e-5 56288 |
1e-7 80472 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 111 (208) | 2.8e4 (3e4) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | 251 (614) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-11-scipy Hansen | 111 (71) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| Δ fopt f18, 20-D |
1e1 621 |
1e0 3972 |
1e-1 19561 |
1e-2 28555 |
1e-3 67569 |
1e-5 1.3e5 |
1e-7 1.5e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 336 (225)★4 | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| Δ fopt f19, 20-D |
1e1 1 |
1e0 1 |
1e-1 3.4e5 |
1e-2 4.7e6 |
1e-3 6.2e6 |
1e-5 6.7e6 |
1e-7 6.7e6 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 3.5e4 (3e4) | 7.6e5 (6e5) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | 1.2e8 (1e8) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞1e7 | 0/15 |
| SLSQP-11-scipy Hansen | 1 (0)★4 | 1 (0)★4 | 5.6e-4 (0)★4↑0 | ∞★4 | ∞★4 | ∞★4 | ∞5e5★4 | 0/15 |
| Δ fopt f20, 20-D |
1e1 82 |
1e0 46150 |
1e-1 3.1e6 |
1e-2 5.5e6 |
1e-3 5.5e6 |
1e-5 5.6e6 |
1e-7 5.6e6 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 2.1 (0.9) | 308 (279) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | 1.8 (1) | 9.2 (8) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-11-scipy Hansen | 0.65 (0)★4↑0 | 14 (16) | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| Δ fopt f21, 20-D |
1e1 561 |
1e0 6541 |
1e-1 14103 |
1e-2 14318 |
1e-3 14643 |
1e-5 15567 |
1e-7 17589 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 65 (103) | 73 (90) | 74 (91) | 73 (69) | 72 (69) | 67 (99) | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | 0.68 (1) | 0.95 (0.9) | 1.0 (1) | 0.99 (1) | 0.97 (1) | 0.93 (1) | 0.92 (1) | 12/15 |
| SLSQP-11-scipy Hansen | 0.66 (0.8) | 0.56 (0.6) | 2.8 (6) | 2.8 (6) | 2.7 (6) | 2.6 (5) | 3.3 (5) | 7/15 |
| Δ fopt f22, 20-D |
1e1 467 |
1e0 5580 |
1e-1 23491 |
1e-2 24163 |
1e-3 24948 |
1e-5 26847 |
1e-7 1.3e5 |
#succ 12/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 88 (82) | 51 (56) | 201 (171) | 196 (229) | 189 (175) | 177 (168) | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | 2.9 (6) | 3.5 (6) | 8.7 (11) | 8.5 (11) | 8.2 (11) | 7.7 (10) | 6.3 (13) | 1/15 |
| SLSQP-11-scipy Hansen | 1.0 (1) | 3.2 (2) | 4.1 (7) | 4.0 (6) | 3.8 (6) | 3.6 (6) | 4.3 (5) | 1/15 |
| Δ fopt f23, 20-D |
1e1 3.0 |
1e0 1614 |
1e-1 67457 |
1e-2 3.7e5 |
1e-3 4.9e5 |
1e-5 8.1e5 |
1e-7 8.4e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | 10 (11) | 2.4 (3) | 420 (534) | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | 16 (10) | 170 (218) | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-11-scipy Hansen | 13 (10) | 18 (27) | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
| Δ fopt f24, 20-D |
1e1 1.3e6 |
1e0 7.5e6 |
1e-1 5.2e7 |
1e-2 5.2e7 |
1e-3 5.2e7 |
1e-5 5.2e7 |
1e-7 5.2e7 |
#succ 3/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy Baudis | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞2e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e5 | 0/15 |
Previous dimension | Dimension = 40 | First dimension
| Δ fopt f1, 40-D |
1e1 83 |
1e0 83 |
1e-1 83 |
1e-2 83 |
1e-3 83 |
1e-5 83 |
1e-7 83 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 0.54 (0)↑0 | 0.54 (0)↑0 | 0.54 (0)↑0 | 0.54 (0)↑0 | 0.54 (0)↑0 | 0.54 (0)↑0 | 0.54 (0)↑0 | 15/15 |
| SLSQP-11-scipy Hansen | 0.54 (0)↑0 | 0.54 (0)↑0 | 0.54 (0)↑0 | 0.54 (0)↑0 | 0.54 (0)↑0 | 0.54 (0)↑0 | 0.54 (0)↑0 | 15/15 |
| Δ fopt f2, 40-D |
1e1 796 |
1e0 797 |
1e-1 799 |
1e-2 799 |
1e-3 800 |
1e-5 802 |
1e-7 804 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 3.7 (0.6) | 3.9 (0.8) | 4.1 (0.8) | 4.4 (0.8) | 4.5 (0.8) | 4.9 (0.8) | 5.2 (0.8) | 15/15 |
| SLSQP-11-scipy Hansen | 3.7 (0.6) | 4.0 (0.7) | 4.2 (0.7) | 4.5 (0.7) | 4.7 (0.6) | 5.1 (0.6) | 5.5 (0.7) | 15/15 |
| Δ fopt f3, 40-D |
1e1 15526 |
1e0 15602 |
1e-1 15612 |
1e-2 15641 |
1e-3 15646 |
1e-5 15651 |
1e-7 15656 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| Δ fopt f4, 40-D |
1e1 15536 |
1e0 15601 |
1e-1 15659 |
1e-2 15678 |
1e-3 15703 |
1e-5 15733 |
1e-7 2.8e5 |
#succ 6/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞★2 | ∞★2 | ∞★2 | ∞★2 | ∞★2 | ∞★2 | ∞8e5★2 | 0/15 |
| Δ fopt f5, 40-D |
1e1 98 |
1e0 116 |
1e-1 120 |
1e-2 121 |
1e-3 121 |
1e-5 121 |
1e-7 121 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.5 (0.2) | 1.6 (0.2) | 1.7 (0.2) | 1.7 (0.2) | 1.7 (0.2) | 1.7 (0.2) | 1.7 (0.2) | 15/15 |
| SLSQP-11-scipy Hansen | 1.3 (0) | 1.5 (0) | 1.4 (0)★2 | 1.4 (0)★2 | 1.4 (0)★2 | 1.4 (0)★2 | 1.4 (0)★2 | 15/15 |
| Δ fopt f6, 40-D |
1e1 3507 |
1e0 5523 |
1e-1 7168 |
1e-2 9470 |
1e-3 11538 |
1e-5 15007 |
1e-7 19222 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 4.4 (2) | 4.0 (1) | 4.0 (0.8) | 3.9 (0.7) | 4.0 (0.6) | 4.2 (0.9) | 4.2 (0.7)★3 | 15/15 |
| SLSQP-11-scipy Hansen | 3.5 (2) | 3.5 (2) | 3.7 (2) | 3.6 (2) | 3.7 (1) | 4.1 (1.0) | 16 (14) | 0/15 |
| Δ fopt f7, 40-D |
1e1 10698 |
1e0 17839 |
1e-1 41037 |
1e-2 66294 |
1e-3 66294 |
1e-5 66294 |
1e-7 68145 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| Δ fopt f8, 40-D |
1e1 7080 |
1e0 10655 |
1e-1 11012 |
1e-2 11265 |
1e-3 11430 |
1e-5 11701 |
1e-7 11969 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.2 (0.5) | 1.1 (0.7) | 1.1 (0.7) | 1.1 (0.7) | 1.1 (0.7) | 1.1 (0.7) | 1.1 (0.6) | 15/15 |
| SLSQP-11-scipy Hansen | 0.94 (0.5) | 0.94 (0.4) | 0.94 (0.3) | 0.94 (0.3) | 0.94 (0.3) | 0.93 (0.3) | 0.91 (0.3) | 15/15 |
| Δ fopt f9, 40-D |
1e1 6122 |
1e0 12982 |
1e-1 13300 |
1e-2 13496 |
1e-3 13651 |
1e-5 13909 |
1e-7 14142 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.3 (0.4) | 1.0 (0.5) | 1.0 (0.5) | 1.0 (0.5) | 1.0 (0.5) | 0.99 (0.4) | 0.98 (0.4) | 15/15 |
| SLSQP-11-scipy Hansen | 0.34 (0)★4↑0 | 0.20 (0)★4↑0 | 0.22 (0)★4↑0 | 0.23 (0)★4↑0 | 0.24 (0)★4↑0 | 0.24 (0)★4↑0 | 0.24 (1e-3)★4↑0 | 15/15 |
| Δ fopt f10, 40-D |
1e1 25536 |
1e0 29762 |
1e-1 35676 |
1e-2 51579 |
1e-3 56007 |
1e-5 65128 |
1e-7 70824 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 0.12 (0.0)↑0 | 0.11 (0.0)↑0 | 0.10 (0.0)↑0 | 0.07 (0.0)↑0 | 0.07 (0.0)↑0 | 0.12 (0.1)↑0 | 76 (102) | 0/15 |
| SLSQP-11-scipy Hansen | 0.12 (0.0)↑0 | 0.11 (0.0)↑0 | 0.10 (0.0)↑0 | 0.07 (0.0)↑0 | 0.07 (1e-2)↑0 | 0.07 (0.0)↑0 | 53 (86) | 0/15 |
| Δ fopt f11, 40-D |
1e1 2368 |
1e0 4855 |
1e-1 11681 |
1e-2 25315 |
1e-3 29749 |
1e-5 38949 |
1e-7 48211 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 0.13 (0.1)↑0 | 0.08 (0.0)↑0 | 0.04 (0.0)↑0 | 0.02 (7e-3)↑0 | 0.02 (6e-3)↑0 | 5.2 (18) | 290 (342) | 0/15 |
| SLSQP-11-scipy Hansen | 0.09 (0.0)↑0 | 0.06 (0.0)↑0 | 0.03 (7e-3)↑0 | 0.02 (4e-3)↑0 | 0.02 (4e-3)↑0 | 0.04 (0.0)↑0 | 9.0 (9) | 0/15 |
| Δ fopt f12, 40-D |
1e1 4169 |
1e0 7452 |
1e-1 9174 |
1e-2 10751 |
1e-3 13146 |
1e-5 22758 |
1e-7 25192 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 2.1 (1) | 1.4 (0.7) | 1.3 (0.6) | 1.1 (0.5) | 0.99 (0.4) | 0.88 (0.4) | 53 (156) | 6/15 |
| SLSQP-11-scipy Hansen | 2.4 (2) | 1.6 (1) | 1.4 (0.9) | 1.3 (0.8) | 1.1 (0.7) | 4.0 (4) | 8.1 (18) | 11/15 |
| Δ fopt f13, 40-D |
1e1 2029 |
1e0 6916 |
1e-1 8734 |
1e-2 11861 |
1e-3 71936 |
1e-5 98467 |
1e-7 1.2e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.2 (0.0) | 0.48 (0.0)↑0 | 0.52 (0.0)↑0 | 0.45 (6e-3)↑0 | 3955 (3257) | ∞ | ∞9e7 | 0/15 |
| SLSQP-11-scipy Hansen | 1.2 (0.0) | 0.48 (0.0)↑0 | 0.52 (0.0)↑0 | 0.45 (0.0)↑0 | 25 (47) | ∞ | ∞9e5 | 0/15 |
| Δ fopt f14, 40-D |
1e1 304 |
1e0 616 |
1e-1 777 |
1e-2 1105 |
1e-3 2207 |
1e-5 4825 |
1e-7 57711 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 0.71 (0.2)↑0 | 0.58 (0.1)↑0 | 0.69 (0.1)↑0 | 0.82 (0.1)↑0 | 0.61 (0.1)↑0 | 0.50 (0.1)↑0 | ∞4e6 | 0/15 |
| SLSQP-11-scipy Hansen | 0.50 (0.1)★↑0 | 0.49 (0.1)★↑0 | 0.60 (0.1)↑0 | 0.75 (0.1)↑0 | 0.56 (0.1)↑0 | 0.47 (0.0)↑0 | ∞8e5 | 0/15 |
| Δ fopt f15, 40-D |
1e1 1.9e5 |
1e0 7.9e5 |
1e-1 1.0e6 |
1e-2 1.1e6 |
1e-3 1.1e6 |
1e-5 1.1e6 |
1e-7 1.1e6 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| Δ fopt f16, 40-D |
1e1 5244 |
1e0 72122 |
1e-1 3.2e5 |
1e-2 7.1e5 |
1e-3 1.4e6 |
1e-5 2.0e6 |
1e-7 2.0e6 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| Δ fopt f17, 40-D |
1e1 399 |
1e0 4220 |
1e-1 14158 |
1e-2 34948 |
1e-3 51958 |
1e-5 1.3e5 |
1e-7 2.7e5 |
#succ 14/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 159 (232) | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| SLSQP-11-scipy Hansen | 12 (38)★ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| Δ fopt f18, 40-D |
1e1 1442 |
1e0 16998 |
1e-1 47068 |
1e-2 1.3e5 |
1e-3 1.9e5 |
1e-5 6.7e5 |
1e-7 9.5e5 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞★2 | ∞★2 | ∞★2 | ∞★2 | ∞★2 | ∞★2 | ∞8e5★2 | 0/15 |
| Δ fopt f19, 40-D |
1e1 1 |
1e0 1 |
1e-1 1.4e6 |
1e-2 1.7e7 |
1e-3 2.6e7 |
1e-5 4.5e7 |
1e-7 4.5e7 |
#succ 8/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞3e7 | 0/15 |
| SLSQP-11-scipy Hansen | 1 (0)★4 | 1 (0)★4 | 4.7e-4 (0)★4↑0 | ∞★4 | ∞★4 | ∞★4 | ∞9e5★4 | 0/15 |
| Δ fopt f20, 40-D |
1e1 222 |
1e0 1.3e5 |
1e-1 1.6e8 |
1e-2 ∞ |
1e-3 ∞ |
1e-5 ∞ |
1e-7 ∞ |
#succ 0/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 2.3 (3) | 95 (145) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| SLSQP-11-scipy Hansen | 0.42 (0)★3↑0 | ∞ | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| Δ fopt f21, 40-D |
1e1 1044 |
1e0 21144 |
1e-1 1.0e5 |
1e-2 1.0e5 |
1e-3 1.0e5 |
1e-5 1.0e5 |
1e-7 1.0e5 |
#succ 26/30 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.0 (2) | 0.39 (0.7) | 0.25 (0.4)↑0 | 0.25 (0.4)↑0 | 0.25 (0.4)↑0 | 0.26 (0.4)↑0 | 1.6 (2) | 4/15 |
| SLSQP-11-scipy Hansen | 0.55 (0.7) | 0.84 (2) | 0.29 (0.3)↑1 | 0.29 (0.3)↑1 | 0.29 (0.3)↑1 | 0.30 (0.3)↑1 | 1.6 (4) | 5/15 |
| Δ fopt f22, 40-D |
1e1 3090 |
1e0 35442 |
1e-1 6.5e5 |
1e-2 6.5e5 |
1e-3 6.5e5 |
1e-5 6.5e5 |
1e-7 6.5e5 |
#succ 8/30 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 1.5 (2) | 11 (34) | 3.7 (4) | 3.6 (5) | 3.6 (5) | 3.6 (5) | 11 (14) | 0/15 |
| SLSQP-11-scipy Hansen | 0.83 (0.9) | 5.2 (11) | 2.4 (3) | 2.4 (4) | 2.4 (2) | 2.4 (1) | 8.6 (11) | 0/15 |
| Δ fopt f23, 40-D |
1e1 7.0 |
1e0 11925 |
1e-1 75453 |
1e-2 6.6e5 |
1e-3 1.3e6 |
1e-5 3.2e6 |
1e-7 3.4e6 |
#succ 15/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | 19 (15) | 32 (55) | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| SLSQP-11-scipy Hansen | 12 (11) | 6.8 (8) | ∞ | ∞ | ∞ | ∞ | ∞8e5 | 0/15 |
| Δ fopt f24, 40-D |
1e1 5.8e6 |
1e0 9.8e7 |
1e-1 3.0e8 |
1e-2 3.0e8 |
1e-3 3.0e8 |
1e-5 3.0e8 |
1e-7 3.0e8 |
#succ 1/15 |
|---|---|---|---|---|---|---|---|---|
| SLSQP-scipy-2019 Varelas | ∞ | ∞ | ∞ | ∞ | ∞ | ∞ | ∞4e6 | 0/15 |
| SLSQP-11-scipy Hansen | ∞★4 | ∞★4 | ∞★4 | ∞★4 | ∞★4 | ∞★4 | ∞8e5★4 | 0/15 |