1 GPU on the selected test

StartLux-Decision-v1-0.8B

GPUs are compared only on one exact test of this model. Change the test to see other conditions.

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Test conditions

Every GPU below ran exactly these conditions.
Task
Decision · Text → Structured data
Workload
Text → Structured data · typed-invoices-v1 · Test duration 6 s
Batch size
Batch 1
Format · Engine
bf16 · startlux-native · PyTorch 2.11.0+cu130
Unit
decisions/sec

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

Protocol details

native-forward-v1 · typed-invoices-v1 · decision

GPUs on this test

Only one GPU configuration has matching measurements; a cross-hardware comparison is not yet available.

  1. Mean throughput
    50.3decisions/sec
    Observed GPU occupancy
    3.2GiB
    P95 latency
    20 ms
    Reports combined
    1
Sortable table

Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

Reports combined counts reports, not inference requests. Request successes and failures are listed in each report.

How results are grouped

Results merge successful runs of the same model, precision and workload. CPU thread counts and CUDA wheel builds may differ; actual PyTorch builds are shown. Other recorded protocol settings remain separate.

Updated 11/5/2026, 9:56:52 PM