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Add README

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+ # ScoreVision R11 backup
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+ Snapshot of R11 (grub deployment) preserved for rollback in case R12 (cod) underperforms.
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+ - **Source revision (from nexu02/ScoreVision):** a21200f176715f2638d4f4ed16d8e72bafe6f1d6 (commit 2026-05-29 23:28:27 UTC)
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+ - **Grub chute_id (now deleted):** 954196d5-2faf-542a-a978-05022c449b2d
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+ - **Element:** manak0/Detect-beverage-detect
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+ - **Training base:** YOLO11s + manual labels (100 images)
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+ - **Last observed mean score:** 0.499 (15 windows ending block ~8298300)
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+
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+ ## Files
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+ - `weights.onnx` — FP16 ONNX export, 19.25 MB
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+ - `miner.py` — chute predict handler (navierstocks template)
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+ - `chute_config.yml` — onnxruntime-gpu config
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+
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+ ## To revert
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+ 1. Re-deploy with these artifacts via `sv deploy-os-miner --model-path <local_copy>`
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+ 2. Or pull from this repo: `huggingface-cli download nexu02/ScoreVision-R11`