ggml: add SWIGLU_CLAMP (#27930)
* ggml: add SWIGLU_CLAMP * add vulkan shader
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+6
-12
@@ -1776,14 +1776,11 @@ ggml_tensor * llm_graph_context::build_ffn(
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const float limit = hparams.swiglu_clamp_shexp[il];
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constexpr float eps = 1e-6f;
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if (limit > eps) {
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tmp = ggml_clamp(ctx0, tmp, -limit, limit);
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cb(tmp, "ffn_up_clamped", il);
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if (arch == LLM_ARCH_DEEPSEEK4 || (arch == LLM_ARCH_DFLASH && hparams.dsv4_hc_mult > 0)) {
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cur = ggml_clamp(ctx0, cur, -INFINITY, limit);
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cb(cur, "ffn_gate_clamped", il);
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cur = ggml_swiglu_split(ctx0, cur, tmp);
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cur = ggml_swiglu_clamp(ctx0, cur, tmp, limit);
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} else {
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tmp = ggml_clamp(ctx0, tmp, -limit, limit);
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cb(tmp, "ffn_up_clamped", il);
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ggml_tensor * gate_act = ggml_silu(ctx0, cur);
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cb(gate_act, "ffn_silu", il);
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gate_act = ggml_clamp(ctx0, gate_act, -INFINITY, limit);
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@@ -2173,14 +2170,11 @@ ggml_tensor * llm_graph_context::build_moe_ffn(
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const float limit = hparams.swiglu_clamp_exp[il];
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constexpr float eps = 1e-6f;
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if (limit > eps) {
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up = ggml_clamp(ctx0, up, -limit, limit);
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cb(up, "ffn_moe_up_clamped", il);
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if (arch == LLM_ARCH_DEEPSEEK4 || (arch == LLM_ARCH_DFLASH && hparams.dsv4_hc_mult > 0)) {
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cur = ggml_clamp(ctx0, cur, -INFINITY, limit);
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cb(cur, "ffn_moe_gate_clamped", il);
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cur = ggml_swiglu_split(ctx0, cur, up);
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cur = ggml_swiglu_clamp(ctx0, cur, up, limit);
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} else {
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up = ggml_clamp(ctx0, up, -limit, limit);
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cb(up, "ffn_moe_up_clamped", il);
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ggml_tensor * gate_act = ggml_silu(ctx0, cur);
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cb(gate_act, "ffn_moe_silu", il);
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gate_act = ggml_clamp(ctx0, gate_act, -INFINITY, limit);
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