| From 3e894f75872534b907b19175b6d2f3cdde1490a6 Mon Sep 17 00:00:00 2001 |
| From: Gerald Corzo Perez <gerald.corzo@gmail.com> |
| Date: Fri, 21 Aug 2026 01:04:01 +0200 |
| Subject: [PATCH] =?UTF-8?q?fix:=20gate=20K<4=20crash=20=E2=80=94=20views/a?= |
| =?UTF-8?q?ggregation=20loops=20must=20use=20gated=20n=5Fexpert=5Fused,=20?= |
| =?UTF-8?q?not=20hparams=20value=20(ggml=5Fview=5F2d=20out-of-bounds=20ass?= |
| =?UTF-8?q?ert)?= |
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| src/llama-graph.cpp | 13 +++++++------ |
| 1 file changed, 7 insertions(+), 6 deletions(-) |
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| @@ -2263,25 +2263,26 @@ ggml_tensor * llm_graph_context::build_moe_ffn( |
| assert(n_expert_used > 0); |
| |
| // order the views before the adds |
| - for (uint32_t i = 0; i < hparams.n_expert_used; ++i) { |
| + // REMORA: use the (possibly gated) n_expert_used so the views match the |
| + // gated `experts` shape (native hparams.n_expert_used would exceed it) |
| + for (uint32_t i = 0; i < (uint32_t) n_expert_used; ++i) { |
| cur_experts[i] = ggml_view_2d(ctx0, experts, n_embd, n_tokens, experts->nb[2], i*experts->nb[1]); |
| |
| ggml_build_forward_expand(gf, cur_experts[i]); |
| } |
| |
| // aggregate experts |
| - // note: here we explicitly use hparams.n_expert_used instead of n_expert_used |
| - // to avoid potentially a large number of add nodes during warmup |
| - // ref: https://github.com/ggml-org/llama.cpp/pull/14753 |
| + // note: the gate (REMORA_GATE_K) may have reduced n_expert_used below the |
| + // hparams value, so the aggregation must iterate the gated count |
| ggml_tensor * moe_out = cur_experts[0]; |
| |
| - for (uint32_t i = 1; i < hparams.n_expert_used; ++i) { |
| + for (uint32_t i = 1; i < (uint32_t) n_expert_used; ++i) { |
| moe_out = ggml_add(ctx0, moe_out, cur_experts[i]); |
| |
| ggml_build_forward_expand(gf, moe_out); |
| } |
| |
| - if (hparams.n_expert_used == 1) { |
| + if (n_expert_used == 1) { |
| // avoid returning a non-contiguous tensor |
| moe_out = ggml_cont(ctx0, moe_out); |
| } |
| -- |
| 2.50.1 (Apple Git-155) |
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