Prefill and token generation speed

RTX PRO 6000 96GB with Qwen3.8-Flash-Next: prefill and generation speed

Last updated

1792 GB/s

Strata 0.1.40 · UD-Q4_K_XL · MTP-4 · FP16 KV · RAM PLE · all experts in VRAM

Active 6B / Sangju 180B
257.6 tok/sDecode speed(baseline: 88.3 ~ 171.5 tok/s)
GPU 85.1GB / 93GB · RAM 31.0GB
First token (TTFT)
1.2 to 2.2 secondsContext 4,096 input tokens included
Prefill speed
1835.7 ~ 3563.4 tok/s1.1 to 2.2 seconds (Estimate based on published benchmarks)
Total time (E2E)
1.5 to 2.9 seconds117 output tokens included
Press Play to process the input and generate the answer.
Ready
Expand settings 4-bit · 4K · Strata MTP
QuantizationNeed 116.1122304GB
Input context4K tokens
Strata MTP
Baseline
PLE n-gram table: System RAM — placed automatically. Applied alongside decode optimization.
Sample question:
117 output tokens

Strata 0.1.40 · UD-Q4_K_XL · MTP-4 · FP16 KV · RAM PLE · all experts in VRAM

All expert weights are loaded into GPU memory. The PLE table is loaded into system RAM.

What changes with a longer document?Expand input length, waiting time, speed and memory
Run configuration

Strata 0.1.40 · UD-Q4_K_XL · MTP-4 · FP16 KV · RAM PLE · all experts in VRAM

All expert weights are loaded into GPU memory. The PLE table is loaded into system RAM.

Unmodified v0.1.40 release (1cbcacb), CUDA 13.2.86, driver 595.91.07, 400W cap, PCIe Gen4 x16. All 24576 experts / 71.73 GiB cached in VRAM, mmap-experts with arena_mib=0, PLE in RAM, adaptation disabled, prefill 1024 with no borrow, FP16 KV, MTP T4/threshold 0.5 or T1 control. Exactly 8192 fresh input and 512 EOS-forced output tokens; one observation per path, no prompt/conversation reuse. Engine PP is computed from recorded prompt_ms, not HTTP TTFT. Portable Q4_K_M selector denotes the UD-Q4_K_XL bit class, not a benchmark of ordinary Q4_K_M files. 4K and 16K are bounded projections of the 8K point; no higher-context or concurrent measurement is inferred. MTP is not multiplied onto the observed rate a second time. 문맥 사이 값은 대기 시간 보간, 범위 밖은 보수적 외삽입니다. 표시 범위는 반복 측정 신뢰구간이 아닌 시나리오 범위입니다.

Popular configurations

View all 20