Optimize MOE export by tracing with reduced experts and expanding graph - #170
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Optimize MOE export by tracing with reduced experts and expanding graph#170suyoggupta wants to merge 16 commits into
suyoggupta wants to merge 16 commits into
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Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Signed-off-by: Balamurugan Marimuthu <246387390+bmarimuthu-nv@users.noreply.github.com>
Speed up torch.export for MOE models by temporarily reducing the number of experts during tracing, then programmatically expanding the FX graph to include all expert weights afterward. Expert nn.ModuleLists are discovered via a TorchDispatchMode probe that intercepts torch_moe-family custom ops during a lightweight forward pass, so the optimization does NOT rely on any particular attribute name. Changes: - export.py: Add _MoeExpertProbe / _find_moe_module_lists for name- independent expert discovery. Add _reduce_moe_experts / _restore_moe_experts / _expand_moe_experts_in_graph helpers and wire them into torch_export_to_gm via num_moe_experts_for_export. - export_to_gm.py: Thread num_moe_experts_for_export through the ExportToGMConfig and transform pipeline. - test_export.py: Add SimpleMoEForExport unit tests (parametrized over expert_attr_name='experts' and 'mlp_bank' to prove name independence) and optional Glm4MoeLiteForCausalLM real-model tests. Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
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Speed up torch.export for MOE models by temporarily reducing the number of experts during tracing, then programmatically expanding the FX graph to include all expert weights afterward.
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