---
pretty_name: Own Your Inference — benchmark data
license: cc-by-4.0
tags:
- benchmark
- llm-serving
- capacity
- terminal-bench
- sglang
---

# Own your inference — benchmark data

Raw benchmark artifacts behind the "own your inference" talk: what a self-hosted GLM-5.2 endpoint can and cannot do, measured on three deployments.

Companion code repository: [Gladiator07/own-your-inference](https://github.com/Gladiator07/own-your-inference). It holds the runners that produced this data and a script that rebuilds every table from these artifacts on a laptop.

## The three deployments

| Experiment | Hardware | Weights | KV cache |
|---|---|---|---|
| `h200-fp8-kv` | 8x NVIDIA H200 | GLM-5.2 FP8 | `fp8_e4m3` |
| `h200-bf16-kv` | 8x NVIDIA H200 | GLM-5.2 FP8 | `bfloat16` |
| `blackwell-nvfp4` | 8x NVIDIA RTX PRO 6000 Blackwell | GLM-5.2 NVFP4 | `fp8_e4m3` |

## Layout

| Path | Contents |
|---|---|
| `compact/` | small download: result tables rebuilt from the raw artifacts, quality tables, and reconciled summaries |
| `hammer/<experiment>/` | closed-loop capacity sweeps: N sessions sending nonstop |
| `paced/<experiment>/` | open-loop capacity sweeps: sessions arrive on a recorded developer rhythm |
| `quality/<experiment>/` | Terminal-Bench 2.1 runs through the pinned Terminus-2 agent |
| `deployment/blackwell-nvfp4/` | server bringup evidence for the Blackwell deployment |
| `inputs/` | the replay corpora and arrival rhythm; `SOURCES.md` says where they come from |

Every experiment folder has a `meta.json` with the server identity, inputs, parameters, and headline numbers. Start there.

Capacity sweep logs sit beside their folders (for example `hammer/h200-bf16-kv.log`). A paced curve that spans two server boots keeps one folder per boot (`boot-a/`, `boot-b/`); the boot split is described in that experiment's `meta.json`.

## Integrity

`MANIFEST.jsonl` lists every artifact file with its size and SHA-256. `SHA256SUMS` is the same list in plain checksum format.

## Talk

Deck: [share.atharvaingle.dev/dhs-2026](https://share.atharvaingle.dev/dhs-2026/)

## License

CC-BY-4.0. The replay corpora are derived from the [LMCache agentic traces](https://huggingface.co/datasets/sammshen/lmcache-agentic-traces) (CC-BY-4.0); `inputs/SOURCES.md` has the details.