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README.md
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The script header supplies the image (`vllm/vllm-openai:v0.32.0`), the flavor (`a10g-small`) and the `HF_TOKEN` secret. A 20-image run takes about 4 minutes end to end, almost all of it model load; generating the 20 answers takes a few seconds.
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**Smoke results** (about 20 images per dataset, a box counts when IoU ≥ 0.5 with a ground-truth box, one-to-one matching). Qwen3.6 is `qwen3vl-detect.py` with `Qwen/Qwen3.6-35B-A3B` and a prompt listing the same classes.
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| Dataset (images, GT boxes) | Qwen3.6 box P / R | WeVisOne box P / R | WeVisOne `--merge-duplicates` box P / R | Label recall: Qwen3.6 / WeVisOne / merged |
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The script header supplies the image (`vllm/vllm-openai:v0.32.0`), the flavor (`a10g-small`) and the `HF_TOKEN` secret. A 20-image run takes about 4 minutes end to end, almost all of it model load; generating the 20 answers takes a few seconds.
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*Example output: [`davanstrien/wevisone-cppe5-20samples`](https://huggingface.co/datasets/davanstrien/wevisone-cppe5-20samples), produced by the command above. It holds the same 20 rows as the Qwen3.6 example [`davanstrien/qwen3.6-cppe5-20samples`](https://huggingface.co/datasets/davanstrien/qwen3.6-cppe5-20samples), so the two models can be compared row by row. Render it yourself with `uv run https://huggingface.co/datasets/uv-scripts/vlm-object-detection/raw/main/inspect-detections.py davanstrien/wevisone-cppe5-20samples --split test --source rishitdagli/cppe-5`.*
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**Smoke results** (about 20 images per dataset, a box counts when IoU ≥ 0.5 with a ground-truth box, one-to-one matching). Qwen3.6 is `qwen3vl-detect.py` with `Qwen/Qwen3.6-35B-A3B` and a prompt listing the same classes.
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| Dataset (images, GT boxes) | Qwen3.6 box P / R | WeVisOne box P / R | WeVisOne `--merge-duplicates` box P / R | Label recall: Qwen3.6 / WeVisOne / merged |
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example-cppe5-wevisone.png
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