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Compile spectral descent Newton-Schulz with foreach_map
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#809:
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[preconditioner] thread-safe TF32 context manager, generalize rank_deficient_stability_config to MatrixFunctionConfig, refactor _precondition_grad
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Sync: rank-0 CIFAR-10 download + barrier (fix examples gloo timeout) …
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examples CI: shrink CPU DDP arm batch to fix gloo timeout
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Use eigenvalue EMA over per-step outer products for per-factor correction
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Add per-factor eigenvalue correction for Distributed Shampoo
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Refactor: eliminate _compute_outer_product_list via _transform_grad_for_outer_product hook
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