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Document decoding bundle in card

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@@ -40,9 +40,21 @@ the per-shot sweep bits, and validated to reproduce the dataset's shipped
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  One Parquet shard per `(distance, orientation, basis, rounds)` configuration under
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  `data/`. The decoder sees only `detectors`; `observable` is the held-out answer key.
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  ## Load
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  ```python
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  from datasets import load_dataset
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- ds = load_dataset("ShayManor/willow-surface-code-detection-events", split="train")
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  ```
 
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  One Parquet shard per `(distance, orientation, basis, rounds)` configuration under
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  `data/`. The decoder sees only `detectors`; `observable` is the held-out answer key.
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+ ## Decoding bundle
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+
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+ Alongside the detection events, each config ships the inputs a decoder panel needs,
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+ keyed by the same `<stem>` (`d{D}_at_{orient}__{basis}__r{rounds:03d}`):
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+
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+ - `circuits/<stem>.stim` — the ideal (noiseless) annotated circuit.
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+ - `dems/<stem>.si1000.dem.gz` — shipped SI1000 detector error model (gzipped).
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+ - `dems/<stem>.rl.dem.gz` — shipped RL-optimized detector error model (gzipped).
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+
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+ With these, the whole evaluation runs off this dataset with no local copy of the
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+ 12 GB Willow tree.
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+
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  ## Load
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  ```python
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  from datasets import load_dataset
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+ ds = load_dataset("ShayManor/willow-surface-code-detection-events", split="train") # detection events
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  ```