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[SYSTEMDS-3259] Finalize Shampoo optimizer evaluation with experiments and improved tests#2433

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NicolasKorjahn wants to merge 4 commits intoapache:mainfrom
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[SYSTEMDS-3259] Finalize Shampoo optimizer evaluation with experiments and improved tests#2433
NicolasKorjahn wants to merge 4 commits intoapache:mainfrom
NicolasKorjahn:main

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This patch finalizes the Shampoo optimizer work by adding a reproducible experiment setup (MNIST/CIFAR-10) and improving tests for the Shampoo variants (baseline/momentum/heuristic, diagonal vs. non-diagonal where applicable), by automating existing tests.
The experiments log per-epoch metrics (loss/accuracy/time) and include scripts to visualize convergence and runtime tradeoffs across optimizers.

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