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Upload README.md with huggingface_hub

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+ ---
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+ license: apache-2.0
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+ tags:
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+ - benchmark
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+ - cuda
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+ - gpu
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+ - code-generation
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+ - orbench
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+ size_categories:
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+ - 1B<n<10B
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+ ---
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+
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+ # ORBench Test Data
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+
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+ Test data for **ORBench** — a benchmark for evaluating LLMs on CPU-to-CUDA
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+ code acceleration.
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+
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+ This repo hosts only the **input data + expected outputs**. The benchmark
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+ harness (CPU references, task_io adapters, evaluation scripts) lives at
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+ [github.com/YOURNAME/ORBench](https://github.com/YOURNAME/ORBench).
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+
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+ ## Contents
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+
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+ | File | Size | Description |
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+ |------|------|------|
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+ | `small.tar.gz` | ~100 MB | Small inputs — for smoke tests (43 tasks) |
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+ | `medium.tar.gz` | ~3.5 GB | Medium inputs — main leaderboard |
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+ | `large.tar.gz` | ~8 GB | Large inputs — stress test |
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+ | `manifest.json` | — | SHA256 + task metadata |
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+
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+ Each tarball extracts to `<task>/data/<size>/` containing:
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+
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+ - `input.bin` — binary input tensors (ORBench v2 format)
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+ - `expected_output.txt` — reference output from CPU baseline
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+ - `cpu_time_ms.txt` — CPU baseline wall time
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+ - `requests.txt` — per-call queries (if applicable)
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+
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+ ## Usage
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+
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+ ```bash
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+ # Clone the harness repo
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+ git clone https://github.com/YOURNAME/ORBench.git
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+ cd ORBench
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+
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+ # Install HF client
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+ pip install huggingface_hub
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+
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+ # Download data
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+ python3 scripts/download_data.py small # smoke
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+ python3 scripts/download_data.py medium # main leaderboard
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+ python3 scripts/download_data.py large # stress test
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+ python3 scripts/download_data.py all # everything
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+
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+ # Run the benchmark
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+ python3 -m framework.run_all_tasks \
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+ --models gemini-3.1-pro-preview-openrouter \
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+ --levels 3 --sizes medium --yes
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+ ```
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+
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+ ## Verification
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+
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+ ```bash
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+ python3 scripts/download_data.py medium --verify
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+ ```
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+
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+ ## Citation
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+
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+ If you use ORBench, please cite:
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+
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+ ```bibtex
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+ @misc{orbench2026,
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+ title={ORBench: Evaluating LLMs on CPU-to-CUDA Code Acceleration},
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+ author={...},
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+ year={2026},
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+ url={https://github.com/YOURNAME/ORBench}
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+ }
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+ ```