inference-reports / README.md
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metadata
license: cc-by-4.0
pretty_name: TokenWatt inference reports
tags:
  - llm-inference
  - vllm
  - benchmark
  - h100
  - goodput
  - tokens-per-joule

TokenWatt inference reports

Published TokenWatt Bench reports, as shown on tokenwatt.io/reports. Each report gives SLO goodput (the highest request rate meeting p99 TTFT and TPOT targets), tokens per joule, memory-bandwidth utilization and an accuracy gate for each configuration measured. Method: methodology.

  • h100-qwen3-30b-a3b-fp8-vllm-0-31.json — H100 SXM, Qwen3-30B-A3B-FP8, vLLM 0.31.0, full mode: 3,996 output tok/s at 9.5 req/s within SLO
  • lab-h100-qwen3-30b-a3b-kv-cache.json — BF16 vs FP8 KV cache on the same setup (Lab notes #1)