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Qwen3.8-Flash-Next-NVFP4-NVIDIA
Qwen/Qwen3.8-Flash-Next · 6 tested configurations · 1 GPU
- RTX PRO 6000 Blackwell Server Edition · 96 GBQ4_K_XL · 8K → 2K tokensCPU + GPU hybrid
  Output throughput · includes prefill · 1 request
  125tok/s
  Observed GPU occupancy
  79.7GiB
  First token
  1.8 s
  Evidence report and run availability ↗Same test on other GPUs
  Test details
  Total output tokens divided by the full request window, including prefill and queueing.
  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.
  Engine
  strata
  Protocol
  wbench-fixed-http-v1
  Dataset
  synthetic-tokenizer-v1:repeats=3
  Workload
  8192in-2048out
  Concurrency Mean throughput (tok/s) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report
  C1 125.06 23.75 s 1.8 s 79.71 279.5 1 18c8631f ↗
- 5 other test configurations on this GPU
  - NVFP4 · 8K → 2K tokensCPU + GPU hybrid
    Output throughput · includes prefill · 1 request
    151tok/s
    Observed GPU occupancy
    71.2GiB
    First token
    1.1 s
    Evidence report and run availability ↗Same test on other GPUs
    Test details
    Total output tokens divided by the full request window, including prefill and queueing.
    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.
    Engine
    strata
    Protocol
    wbench-fixed-http-v1
    Dataset
    synthetic-tokenizer-v1:repeats=3
    Workload
    8192in-2048out
    Concurrency Mean throughput (tok/s) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report
    C1 151.39 15.46 s 1.1 s 71.22 292.2 1 60a45fd1 ↗
  - NVFP4 · 8K → 2K tokensCPU + GPU hybrid
    Output throughput · includes prefill · 1 request
    135tok/s
    Observed GPU occupancy
    71.2GiB
    First token
    1.3 s
    Evidence report and run availability ↗Same test on other GPUs
    Test details
    Total output tokens divided by the full request window, including prefill and queueing.
    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.
    Engine
    strata
    Protocol
    wbench-fixed-http-v1
    Dataset
    synthetic-tokenizer-v1:repeats=3
    Workload
    8192in-2048out
    Concurrency Mean throughput (tok/s) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report
    C1 134.63 19.87 s 1.3 s 71.22 280 1 f2b52c15 ↗
  - NVFP4 · 32K → 2K tokensCPU + GPU hybrid
    Output throughput · includes prefill · 1 request
    114tok/s
    Observed GPU occupancy
    71.2GiB
    First token
    4.8 s
    Evidence report and run availability ↗Same test on other GPUs
    Test details
    Total output tokens divided by the full request window, including prefill and queueing.
    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.
    Engine
    strata
    Protocol
    wbench-fixed-http-v1
    Dataset
    synthetic-tokenizer-v1:repeats=3
    Workload
    32768in-2048out
    Concurrency Mean throughput (tok/s) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report
    C1 114.25 20.98 s 4.8 s 71.22 316.1 1 4342000e ↗
  - Q4_K_XL · 32K → 2K tokensCPU + GPU hybrid
    Output throughput · includes prefill · 1 request
    106tok/s
    Observed GPU occupancy
    79.7GiB
    First token
    6.7 s
    Evidence report and run availability ↗Same test on other GPUs
    Test details
    Total output tokens divided by the full request window, including prefill and queueing.
    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.
    Engine
    strata
    Protocol
    wbench-fixed-http-v1
    Dataset
    synthetic-tokenizer-v1:repeats=3
    Workload
    32768in-2048out
    Concurrency Mean throughput (tok/s) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report
    C1 106.11 23.97 s 6.7 s 79.71 308 1 66369e97 ↗
  - NVFP4 · 32K → 2K tokensCPU + GPU hybrid
    Output throughput · includes prefill · 1 request
    124tok/s
    Observed GPU occupancy
    71.2GiB
    First token
    4.1 s
    Evidence report and run availability ↗Same test on other GPUs
    Test details
    Total output tokens divided by the full request window, including prefill and queueing.
    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.
    Engine
    strata
    Protocol
    wbench-fixed-http-v1
    Dataset
    synthetic-tokenizer-v1:repeats=3
    Workload
    32768in-2048out
    Concurrency Mean throughput (tok/s) P95 TTFT Observed occupancy (GiB) GPU power (W) Reports combined View report
    C1 124.44 18.26 s 4.1 s 71.22 319.5 1 4a41258c ↗

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	125.06	23.75 s	1.8 s	79.71	279.5	1	18c8631f ↗

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	151.39	15.46 s	1.1 s	71.22	292.2	1	60a45fd1 ↗

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	134.63	19.87 s	1.3 s	71.22	280	1	f2b52c15 ↗

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	114.25	20.98 s	4.8 s	71.22	316.1	1	4342000e ↗

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	106.11	23.97 s	6.7 s	79.71	308	1	66369e97 ↗

Concurrency	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
C1	124.44	18.26 s	4.1 s	71.22	319.5	1	4a41258c ↗

Sortable tables by exact test condition · 6 rows

Text generation · 8K → 2K tokens · 1 request · tok/s · 1 rows
Model	Hardware	Format	Engine	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
Qwen3.8-Flash-Next-NVFP4-NVIDIA	RTX PRO 6000 Blackwell Server Edition · 96 GB	Q4_K_XL	strata	125.06	23.75 s	1.8 s	79.71	279.5	1	18c8631f ↗

Text generation · 8K → 2K tokens · 1 request · tok/s · 1 rows
Model	Hardware	Format	Engine	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
Qwen3.8-Flash-Next-NVFP4-NVIDIA	RTX PRO 6000 Blackwell Server Edition · 96 GB	NVFP4	strata	151.39	15.46 s	1.1 s	71.22	292.2	1	60a45fd1 ↗

Text generation · 8K → 2K tokens · 1 request · tok/s · 1 rows
Model	Hardware	Format	Engine	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
Qwen3.8-Flash-Next-NVFP4-NVIDIA	RTX PRO 6000 Blackwell Server Edition · 96 GB	NVFP4	strata	134.63	19.87 s	1.3 s	71.22	280	1	f2b52c15 ↗

Text generation · 32K → 2K tokens · 1 request · tok/s · 1 rows
Model	Hardware	Format	Engine	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
Qwen3.8-Flash-Next-NVFP4-NVIDIA	RTX PRO 6000 Blackwell Server Edition · 96 GB	NVFP4	strata	114.25	20.98 s	4.8 s	71.22	316.1	1	4342000e ↗

Text generation · 32K → 2K tokens · 1 request · tok/s · 1 rows
Model	Hardware	Format	Engine	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
Qwen3.8-Flash-Next-NVFP4-NVIDIA	RTX PRO 6000 Blackwell Server Edition · 96 GB	Q4_K_XL	strata	106.11	23.97 s	6.7 s	79.71	308	1	66369e97 ↗

Text generation · 32K → 2K tokens · 1 request · tok/s · 1 rows
Model	Hardware	Format	Engine	Mean throughput (tok/s)	P95	TTFT	Observed occupancy (GiB)	GPU power (W)	Reports combined	View report
Qwen3.8-Flash-Next-NVFP4-NVIDIA	RTX PRO 6000 Blackwell Server Edition · 96 GB	NVFP4	strata	124.44	18.26 s	4.1 s	71.22	319.5	1	4a41258c ↗

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Qwen3.8-Flash-Next-NVFP4-NVIDIA