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docs: add re-download warning for late-added jangtq_runtime.safetensors codebook sidecar

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  1. README.md +20 -0
README.md CHANGED
@@ -19,6 +19,26 @@ tags:
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  - jangtq2
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  - reap
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  <p align="center">
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  <a href="https://osaurus.ai"><img src="./osaurus-x-banner.png" alt="Osaurus AI"></a>
 
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  - jangtq2
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  - reap
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  ---
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+ > ## ⚠️ IMPORTANT — Re-download required if you pulled before 2026-04-25
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+ >
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+ > This bundle was published in two commits: the initial commit had only the
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+ > quantized weight shards, and the codebook + Hadamard-rotation sidecar
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+ > (`jangtq_runtime.safetensors`) was uploaded ~2.1h later.
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+ >
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+ > **If your local copy is missing `jangtq_runtime.safetensors`,** the Swift
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+ > JANGTQ loader (and any decoder that reads codebooks from a sidecar
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+ > rather than re-deriving them at load time) will produce incoherent output.
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+ >
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+ > **Action:** re-pull the bundle (or just download the single file):
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+ > ```bash
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+ > hf download OsaurusAI/MiniMax-M2.7-Small-JANGTQ jangtq_runtime.safetensors --local-dir <your-dir>
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+ > ```
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+ > Bundles without this file but with `model.safetensors.index.json` listing
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+ > only `*.tq_packed`/`.tq_norms`/`.tq_bits` triplets are also fine for the
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+ > **Python** runtime — codebooks are recomputed from `(in_features, bits)`
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+ > via `jang_tools.turboquant.codebook.compute_codebook` at load time. The
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+ > sidecar exists for the Swift native loader.
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+
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  <p align="center">
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  <a href="https://osaurus.ai"><img src="./osaurus-x-banner.png" alt="Osaurus AI"></a>