feat: add ASVD (activation-aware SVD) to FC_Decomposer#38

Merged

nathanhubens merged 14 commits into

Apr 13, 2026

Commits on Apr 13, 2026

fix: misc module cleanup — deprecate cpu_optimizer, remove dead imports
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feat: decomposer UX — energy_threshold, layers/exclude, HOOI convergence
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feat: add activation-aware SVD (ASVD) to FC_Decomposer
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feat: add SVD 2-layer decomposition method to Conv_Decomposer
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feat: add spatial and CP decomposition methods to Conv_Decomposer
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docs: update conv_decomposer tutorial with all 4 methods comparison
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fix: use device=W.device for tensor creation in Spatial and CP methods
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refactor: use einops rearrange + batched SVD in Conv_Decomposer
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docs: add latency/speedup comparison to conv_decomposer tutorial
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feat: add activation-aware decomposition to Conv_Decomposer + future work docs
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docs: add activation-aware + energy_threshold sections to conv_decomposer tutorial
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fix: remove activation-aware decomposition from Conv_Decomposer
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chore: run nbdev-clean on all modified notebooks
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fix: relax deprecation warning test to tolerate extra warnings
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