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perf: use native SiTU for MOSS with composite fallback (#2210)
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@@ -4,6 +4,7 @@
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#include <algorithm>
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#include <array>
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#include <cinttypes>
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#include "core/pe_cache.h"
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#include "model/common/ggml_block.hpp"
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@@ -55,13 +56,6 @@ namespace MOSSImage {
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}
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};
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inline ggml_tensor* situ(ggml_context* c, ggml_tensor* hidden, ggml_tensor* gate) {
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auto a = ggml_scale(c, ggml_tanh(c, ggml_scale(c, gate, 0.25f)), 4.f);
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a = ggml_mul(c, a, ggml_sigmoid(c, gate));
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auto b = ggml_scale(c, ggml_tanh(c, ggml_scale(c, hidden, 1.f / 25.f)), 25.f);
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return ggml_mul(c, a, b);
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}
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struct TextBlock : public GGMLBlock {
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MOSSImageConfig config;
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@@ -94,7 +88,7 @@ namespace MOSSImage {
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y = linear("proj", y);
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x = ggml_add(c, x, y);
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y = norm("norm2", x);
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y = situ(c, linear("ffn_up", y), linear("ffn_gate", y));
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y = ggml_ext_situ(ctx, linear("ffn_up", y), linear("ffn_gate", y));
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y = linear("ffn_down", y);
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return ggml_add(c, x, y);
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}
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@@ -137,7 +131,7 @@ namespace MOSSImage {
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y = norm("norm2", x);
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y = ggml_add(c, ggml_add(c, y, ggml_mul(c, y, part(4))), part(3));
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auto up_gate = linear("proj.ffn_up_gate", y);
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y = situ(c, ggml_ext_slice(c, up_gate, 0, 0, config.ffn_dim), ggml_ext_slice(c, up_gate, 0, config.ffn_dim, 2 * config.ffn_dim));
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y = ggml_ext_situ(ctx, up_gate);
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y = linear("proj.ffn_down", y);
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y = ggml_mul(c, y, part(5));
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return ggml_add(c, x, y);
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