From: Multistep schemes for solving backward stochastic differential equations on GPU
K | N | M | \(|y_{0,0}-y_{0}^{0}|\) | \(|z_{0,0}-z_{0}^{0}|\) | \(t_{CPU}\) | \(t_{GPU}\) | speedup |
---|---|---|---|---|---|---|---|
1 | 32 | 316 | 2.55E−04 | 1.11E−03 | 0.04 | 0.60 | 0.07 |
1 | 64 | 446 | 1.24E−04 | 5.70E−04 | 0.12 | 1.03 | 0.11 |
1 | 128 | 632 | 6.21E−05 | 2.89E−04 | 0.33 | 1.79 | 0.18 |
1 | 256 | 892 | 3.12E−05 | 1.45E−04 | 0.93 | 3.38 | 0.28 |
2 | 32 | 990 | 1.34E−05 | 3.12E−04 | 0.18 | 0.61 | 0.29 |
2 | 64 | 1664 | 6.88E−06 | 1.59E−04 | 0.64 | 1.04 | 0.61 |
2 | 128 | 2798 | 3.38E−06 | 8.04E−05 | 2.16 | 1.92 | 1.13 |
2 | 256 | 4704 | 1.69E−06 | 4.04E−05 | 7.34 | 3.73 | 1.97 |
3 | 32 | 3104 | 6.45E−09 | 3.98E−08 | 0.70 | 0.63 | 1.11 |
3 | 64 | 6208 | 6.88E−10 | 5.35E−09 | 2.93 | 1.14 | 2.58 |
3 | 128 | 12,414 | 9.72E−11 | 6.85E−10 | 11.81 | 2.39 | 4.93 |
3 | 256 | 24,826 | 1.15E−11 | 8.50E−11 | 47.54 | 5.79 | 8.21 |
4 | 32 | 3104 | 6.86E−09 | 2.73E−08 | 0.85 | 0.64 | 1.32 |
4 | 64 | 6208 | 4.78E−10 | 3.81E−09 | 3.47 | 1.15 | 3.00 |
4 | 128 | 12,414 | 7.55E−11 | 4.71E−10 | 14.26 | 2.45 | 5.82 |
4 | 256 | 24,826 | 6.36E−12 | 5.93E−11 | 57.54 | 6.07 | 9.48 |
5 | 32 | 3104 | 2.55E−09 | 2.85E−08 | 0.94 | 0.64 | 1.48 |
5 | 64 | 6208 | 4.73E−10 | 4.05E−09 | 4.04 | 1.14 | 3.56 |
5 | 128 | 12,414 | 4.40E−11 | 5.04E−10 | 16.30 | 2.39 | 6.83 |
5 | 256 | 24,826 | 6.22E−12 | 6.41E−11 | 67.33 | 6.22 | 10.83 |
6 | 32 | 3104 | 3.77E−09 | 2.71E−08 | 1.06 | 0.65 | 1.64 |
6 | 64 | 6208 | 3.56E−10 | 3.90E−09 | 4.50 | 1.18 | 3.80 |
6 | 128 | 12,414 | 3.82E−11 | 4.89E−10 | 18.69 | 2.54 | 7.35 |
6 | 256 | 24,826 | 6.16E−12 | 6.24E−11 | 77.53 | 6.47 | 11.99 |