ggml : implement GEGLU_ERF and GEGLU_QUICK ops (#14445)
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27
ggml/src/ggml-vulkan/vulkan-shaders/geglu_erf.comp
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27
ggml/src/ggml-vulkan/vulkan-shaders/geglu_erf.comp
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#version 450
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#include "glu_head.comp"
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// based on Abramowitz and Stegun formula 7.1.26 or similar Hastings' approximation
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// ref: https://www.johndcook.com/blog/python_erf/
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const float p_erf = 0.3275911f;
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const float a1_erf = 0.254829592f;
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const float a2_erf = -0.284496736f;
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const float a3_erf = 1.421413741f;
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const float a4_erf = -1.453152027f;
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const float a5_erf = 1.061405429f;
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const float SQRT_2_INV = 0.70710678118654752440084436210484f;
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float op(float a, float b) {
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const float a_div_sqr2 = a * SQRT_2_INV;
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const float sign_x = sign(a_div_sqr2);
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const float x = abs(a_div_sqr2);
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const float t = 1.0f / (1.0f + p_erf * x);
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const float y = 1.0f - (((((a5_erf * t + a4_erf) * t) + a3_erf) * t + a2_erf) * t + a1_erf) * t * exp(-x * x);
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const float erf_approx = sign_x * y;
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return 0.5f * a * (1.0f + erf_approx) * b;
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}
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#include "glu_main.comp"
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11
ggml/src/ggml-vulkan/vulkan-shaders/geglu_quick.comp
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ggml/src/ggml-vulkan/vulkan-shaders/geglu_quick.comp
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#version 450
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#include "glu_head.comp"
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const float GELU_QUICK_COEF = -1.702f;
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float op(float a, float b) {
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return a * (1.0f / (1.0f + exp(GELU_QUICK_COEF * a))) * b;
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}
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#include "glu_main.comp"
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@@ -593,6 +593,10 @@ void process_shaders() {
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string_to_spv("reglu_f32", "reglu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
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string_to_spv("swiglu_f16", "swiglu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}});
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string_to_spv("swiglu_f32", "swiglu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
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string_to_spv("geglu_erf_f16", "geglu_erf.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}});
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string_to_spv("geglu_erf_f32", "geglu_erf.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
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string_to_spv("geglu_quick_f16","geglu_quick.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}});
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string_to_spv("geglu_quick_f32","geglu_quick.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
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string_to_spv("leaky_relu_f32", "leaky_relu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}});
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string_to_spv("silu_back_f32", "silu_back.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}});
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