inference/research
verifiedlow · 0.60updated 2026-10-17

RTX PRO 2000 Blackwell vLLM: openai/gpt-oss-20b median TTFT, 1000 requests

10275.87 ms (median time to first token, 1000 concurrent)

Fields

id
benchmarks/dm-pro2000-vllm-gpt-oss-20b-c1000-ttft
Metric
ttft_ms
Value
10,275.87
Unit
ms (median time to first token, 1000 concurrent)
Model
gpt-oss-20b
Methodology
Database Mart vLLM bench on one RTX PRO 2000 Blackwell 16 GB GDDR7 ECC, 256 GB/s, 70 W. Model openai/gpt-oss-20b, quantization column '16' (bf16/fp16 not distinguished; format_id null, no fp16 record exists). vLLM commit not printed. Single GPU, tensor parallel 1. 1000 requests, input length 100 tokens, output length 600 tokens, benchmark duration 480.46 s, total input tokens 100000, total generated tokens 498526. AGGREGATE across the concurrent requests, not a per-request decode rate.
Measured by
third_party
Reproducible
yes
notes
Median TTFT under the same 1000-request run. P99 TTFT is several times the median on this 16 GB card and is not recorded.

Notes

Median TTFT under the same 1000-request run. P99 TTFT is several times the median on this 16 GB card and is not recorded.

Cross-references