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Clarify generated training artifacts

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  1. docs/training.md +9 -12
docs/training.md CHANGED
@@ -99,18 +99,15 @@ IDs and records any `[UNK]` coverage in the manifest.
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  ## 5. Current Schema v2 Cache-First Training / 当前 schema v2 cache-first 训练
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- The current published checkpoint is the repaired hard-focus schema v2 run:
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- `checkpoints/ablation-schema-v2-hardfocus-cache-repaired-from-baseline-seed62-10epoch-rerun/final`.
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- The repository root artifacts match that final checkpoint.
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- The hard-focus JSONL and encoded-cache directories in this section are generated
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- local artifacts under ignored `data/` paths; rebuild them before reproducing the
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- run.
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-
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- 当前发布 checkpoint 是 repaired hard-focus schema v2 run:
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- `checkpoints/ablation-schema-v2-hardfocus-cache-repaired-from-baseline-seed62-10epoch-rerun/final`。
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- 仓库根目录 artifact 与该 final checkpoint 一致。
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- 本节里的 hard-focus JSONL 和 encoded-cache 目录都是 ignored `data/` 路径下的本地生成物;
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- 复现训练前需要重新生成。
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  ```powershell
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  cargo run --release --manifest-path tools\encoded_dataset_cache\Cargo.toml -- `
 
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  ## 5. Current Schema v2 Cache-First Training / 当前 schema v2 cache-first 训练
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+ The current published checkpoint is the repaired hard-focus schema v2 run
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+ recorded in `reports/training_lineage.json`. The repository root artifacts are
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+ the release surface. Local `checkpoints/`, hard-focus JSONL, and encoded-cache
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+ directories are generated artifacts under ignored paths; rebuild or restore
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+ them before reproducing the exact training run.
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+
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+ 当前发布 checkpoint 是 `reports/training_lineage.json` 记录的 repaired hard-focus
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+ schema v2 run。仓库根目录 artifact 是发布面。本地 `checkpoints/`、hard-focus JSONL
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+ 和 encoded-cache 目录都是 ignored 路径下的生成物;复现训练前需要重新生成或恢复。
 
 
 
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  ```powershell
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  cargo run --release --manifest-path tools\encoded_dataset_cache\Cargo.toml -- `