Guard zero-sum MoE gate normalization - #1375
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WangXukang-cypher wants to merge 1 commit into
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WangXukang-cypher wants to merge 1 commit into
WangXukang-cypher wants to merge 1 commit into
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Summary
This PR adds epsilon guards to MoE gate normalization paths to avoid NaNs when the selected gate weights sum to zero.
Specifically, it updates the normalization logic in:
TopKGatingTopKDropFreeGatingTopKBiasGatingIt also adds regression tests covering zero-score / zero-sum gate cases, including the bias-gating group-routing path.
Test Plan
test_moe_quantized_einsum0condaaxlearnenvironment: 5 passedTopKGatingTest::test_sigmoid_score_fnTopKGatingTest::test_zero_score_fn_produces_finite_combine_tensorTopKDropFreeGatingTestTopKBiasGatingTest