Skip to content

[Benchmark] Update bench doc with mtbench, blazedit, spec bench #24450

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Merged
merged 4 commits into from
Sep 9, 2025
Merged

[Benchmark] Update bench doc with mtbench, blazedit, spec bench #24450

Changes from all commits
Commits
Show all changes
4 commits
Select commit Hold shift + click to select a range
2c2f1ae
update bench doc with mtbench, blazedit, spec bench
ekagra-ranjan Sep 8, 2025
54eed19
fix
ekagra-ranjan Sep 8, 2025
3b5b7d8
fix lint
ekagra-ranjan Sep 8, 2025
409f63f
Merge branch 'main' into er-dataset-doc-update
ywang96 Sep 9, 2025
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
67 changes: 67 additions & 0 deletions benchmarks/README.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -95,6 +95,24 @@ become available.
<td style="text-align: center;">✅</td>
<td><code>lmms-lab/LLaVA-OneVision-Data</code>, <code>Aeala/ShareGPT_Vicuna_unfiltered</code></td>
</tr>
<tr>
<td><strong>HuggingFace-MTBench</strong></td>
<td style="text-align: center;">✅</td>
<td style="text-align: center;">✅</td>
<td><code>philschmid/mt-bench</code></td>
</tr>
<tr>
<td><strong>HuggingFace-Blazedit</strong></td>
<td style="text-align: center;">✅</td>
<td style="text-align: center;">✅</td>
<td><code>vdaita/edit_5k_char</code>, <code>vdaita/edit_10k_char</code></td>
</tr>
<tr>
<td><strong>Spec Bench</strong></td>
<td style="text-align: center;">✅</td>
<td style="text-align: center;">✅</td>
<td><code>wget https://raw.githubusercontent.com/hemingkx/Spec-Bench/refs/heads/main/data/spec_bench/question.jsonl</code></td>
</tr>
<tr>
<td><strong>Custom</strong></td>
<td style="text-align: center;">✅</td>
Expand Down Expand Up @@ -239,6 +257,43 @@ vllm bench serve \
--num-prompts 2048
```

### Spec Bench Benchmark with Speculative Decoding

``` bash
VLLM_USE_V1=1 vllm serve meta-llama/Meta-Llama-3-8B-Instruct \
--speculative-config $'{"method": "ngram",
"num_speculative_tokens": 5, "prompt_lookup_max": 5,
"prompt_lookup_min": 2}'
```

[SpecBench dataset](https://github.com/hemingkx/Spec-Bench)

Run all categories:

``` bash
# Download the dataset using:
# wget https://raw.githubusercontent.com/hemingkx/Spec-Bench/refs/heads/main/data/spec_bench/question.jsonl

vllm bench serve \
--model meta-llama/Meta-Llama-3-8B-Instruct \
--dataset-name spec_bench \
--dataset-path "<YOUR_DOWNLOADED_PATH>/data/spec_bench/question.jsonl" \
--num-prompts -1
```

Available categories include `[writing, roleplay, reasoning, math, coding, extraction, stem, humanities, translation, summarization, qa, math_reasoning, rag]`.

Run only a specific category like "summarization":

``` bash
vllm bench serve \
--model meta-llama/Meta-Llama-3-8B-Instruct \
--dataset-name spec_bench \
--dataset-path "<YOUR_DOWNLOADED_PATH>/data/spec_bench/question.jsonl" \
--num-prompts -1
--spec-bench-category "summarization"
```

### Other HuggingFaceDataset Examples

```bash
Expand Down Expand Up @@ -295,6 +350,18 @@ vllm bench serve \
--num-prompts 80
```

`vdaita/edit_5k_char` or `vdaita/edit_10k_char`:

``` bash
vllm bench serve \
--model Qwen/QwQ-32B \
--dataset-name hf \
--dataset-path vdaita/edit_5k_char \
--num-prompts 90 \
--blazedit-min-distance 0.01 \
--blazedit-max-distance 0.99
```

### Running With Sampling Parameters

When using OpenAI-compatible backends such as `vllm`, optional sampling
Expand Down