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Inference Speed Benchmarking on 720P Video 81 frames with padding 1.0 (inference)

91Inference Time (s)OSP-Next
0.52611.261,2221,832.74May 27, 2026

Evaluation results

MethodLinks
OSP-NextHardware=Nvidia H200, Software Optimization=torch.compile enabled, FlashAttention3, Number of GPUs/NPUs=82026.05911.42
Wan2.1 BaselineHardware=Nvidia H200, Software Optimization=torch.compile enabled, FlashAttention3, Number of GPUs/NPUs=82026.05129—
OSP-NextHardware=Nvidia H200, Software Optimization=torch.compile enabled, FlashAttention3, Number of GPUs/NPUs=42026.051711.49
Wan2.1 BaselineHardware=Nvidia H200, Software Optimization=torch.compile enabled, FlashAttention3, Number of GPUs/NPUs=42026.05254—
OSP-NextHardware=Nvidia H200, Software Optimization=torch.compile enabled, FlashAttention3, Number of GPUs/NPUs=22026.053351.5
OSP-NextHardware=Ascend 910C, Software Optimization=torch.compile disabled, SDPA, Number of GPUs/NPUs=42026.053671.43
Wan2.1 BaselineHardware=Nvidia H200, Software Optimization=torch.compile enabled, FlashAttention3, Number of GPUs/NPUs=22026.05501—
Wan2.1 BaselineHardware=Ascend 910C, Software Optimization=torch.compile disabled, SDPA, Number of GPUs/NPUs=42026.05523—
OSP-NextHardware=Nvidia H200, Software Optimization=torch.compile enabled, FlashAttention3, Number of GPUs/NPUs=12026.056201.53
OSP-NextHardware=Ascend 910C, Software Optimization=torch.compile disabled, SDPA, Number of GPUs/NPUs=22026.056831.75
OSP-Next-HiF8Hardware=Ascend 950PR, Software Optimization=torch.compile disabled, SDPA, Number of GPUs/NPUs=1, Quantization=HiF82026.057231.69
Wan2.1 BaselineHardware=Nvidia H200, Software Optimization=torch.compile enabled, FlashAttention3, Number of GPUs/NPUs=12026.05946—
OSP-NextHardware=Ascend 950PR, Software Optimization=torch.compile disabled, SDPA, Number of GPUs/NPUs=12026.059571.27
Wan2.1 BaselineHardware=Ascend 910C, Software Optimization=torch.compile disabled, SDPA, Number of GPUs/NPUs=22026.051,197—
Wan2.1 BaselineHardware=Ascend 950PR, Software Optimization=torch.compile disabled, SDPA, Number of GPUs/NPUs=12026.051,219—
OSP-NextHardware=Ascend 910C, Software Optimization=torch.compile disabled, SDPA, Number of GPUs/NPUs=12026.051,3621.73
Wan2.1 BaselineHardware=Ascend 910C, Software Optimization=torch.compile disabled, SDPA, Number of GPUs/NPUs=12026.052,353—