Data Loading and Processing Performance on S3DIS
2.33Loading/Processing Time (s)PcRecord
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PcRecordHardware=GPU2026.03 | 2.33 | 1.24 | 128.41 | |
| MindSporeHardware=GPU2026.03 | 4 | 1.24 | 128.1 | |
| PyTorchHardware=GPU2026.03 | 6.26 | 1.13 | 99.38 | |
| PcRecordHardware=Ascend2026.03 | 7.92 | 0.12 | 283.55 | |
| MindSporeHardware=Ascend, Framework Version=2.3.12026.03 | 14.87 | 0.43 | 105.67 | |
| TensorflowHardware=GPU2026.03 | 16.29 | 1.74 | 106.81 | |
| KerasHardware=GPU2026.03 | 18.34 | 1.06 | 54.76 | |
| PyTorchHardware=Ascend, Framework Version=2.4.02026.03 | 26.65 | 0.45 | 95.26 | |
| TensorflowHardware=Ascend, Framework Version=2.13.12026.03 | 34.46 | 0.47 | 117.58 | |
| KerasHardware=Ascend, Framework Version=2.13.12026.03 | 36.65 | 0.33 | 111.53 |