h3-blackwell-runtime/benchmarks/rtxpro6000-server-1v2-sdpa-scaling-seed440420.json
2026-08-22 16:42:09 +07:00

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{
"device": "NVIDIA RTX PRO 6000 Blackwell Server Edition",
"attention": "sdpa",
"steps": 12,
"seed": 440420,
"hourly_usd": {
"one_gpu": 2.09,
"two_gpu": 4.18
},
"results": [
{
"resolution": [
864,
480
],
"frames": 141,
"video_seconds_at_24fps": 5.875,
"one_gpu": {
"mode": "tensor",
"sampling_seconds": 28.500914809992537,
"sampling_cost_usd": 0.016546364431356778
},
"two_gpu": {
"mode": "ulysses",
"sampling_seconds": 23.494563594460487,
"sampling_cost_usd": 0.027279798840234674,
"speedup": 1.2130855163750494,
"scaling_efficiency": 0.6065427581875247,
"cost_premium": 0.6486883842916646
}
},
{
"resolution": [
1344,
768
],
"frames": 124,
"video_seconds_at_24fps": 5.166666666666667,
"one_gpu": {
"mode": "tensor",
"sampling_seconds": 97.94385590963066,
"sampling_cost_usd": 0.05686184968086891
},
"two_gpu": {
"mode": "ulysses",
"sampling_seconds": 63.132430186495185,
"sampling_cost_usd": 0.07330376616098608,
"speedup": 1.5514032268408078,
"scaling_efficiency": 0.7757016134204039,
"cost_premium": 0.2891554983243718
}
},
{
"resolution": [
1344,
768
],
"frames": 243,
"video_seconds_at_24fps": 10.125,
"one_gpu": {
"mode": "tensor",
"sampling_seconds": 311.01632468774915,
"sampling_cost_usd": 0.18056225516594326
},
"two_gpu": {
"mode": "ulysses",
"sampling_seconds": 180.68109439313412,
"sampling_cost_usd": 0.2097908262675835,
"speedup": 1.7213551076407902,
"scaling_efficiency": 0.8606775538203951,
"cost_premium": 0.16187531040071534
}
}
],
"two_gpu_mode_comparison": [
{
"resolution": [
864,
480
],
"frames": 141,
"ulysses_sampling_seconds": 23.946259677002672,
"tensor_sampling_seconds": 28.037104761999217
},
{
"resolution": [
1344,
768
],
"frames": 124,
"ulysses_sampling_seconds": 66.31268315999478,
"tensor_sampling_seconds": 74.59926067800552
},
{
"resolution": [
1344,
768
],
"frames": 243,
"ulysses_sampling_seconds": 190.96160273600253,
"tensor_sampling_seconds": 203.40585646100226
}
],
"topology": {
"benchmark_host": "SYS between GPUs, separate NUMA nodes, no NVLink",
"diagnostic_host": "NODE between GPUs, same NUMA node, no NVLink",
"p2p_read": "OK in both directions",
"p2p_write": "OK in both directions",
"nccl_version": "2.27.7+cuda13.0",
"nccl_transport": "P2P/CUMEM",
"nccl_gdr": true,
"nccl_nvls_channels": 0,
"nccl_log": "/runpod-volume/h3-benchmarks/rtxpro6000-server-2gpu-nccl-transport.log"
},
"cost_scope": "Sampling wall time only. Model/Qwen loading, text conditioning, VAE decode, media encoding, muxing, and pod startup are excluded.",
"notes": [
"Two-GPU Ulysses timing in the primary results uses the better NODE topology diagnostic host.",
"The separate two-GPU mode comparison was measured on the SYS topology host.",
"Ulysses was faster than tensor parallelism at every tested shape.",
"Cross-mode and cross-device latent parity was not measured because latents were not retained."
]
}