vulkan: fuse rms_norm + mul + rope (+ view + set_rows) (#16977)

This change combines the rms_norm+mul and rope+view+set_rows fusions to
allow fusing the whole sequence together. This comes up in Qwen3, Bailing,
and some other models.
This commit is contained in:
Jeff Bolz
2025-11-08 08:52:15 +01:00
committed by GitHub
parent d6fe40fa00
commit b4e335d8dc
12 changed files with 695 additions and 281 deletions
@@ -3,56 +3,18 @@
#extension GL_EXT_shader_16bit_storage : require
#include "rte.glsl"
#include "rope_params.glsl"
layout(local_size_x = 1, local_size_y = 256, local_size_z = 1) in;
layout (binding = 0) readonly buffer X {A_TYPE data_a[];};
layout (binding = 1) readonly buffer Y {int data_pos[];};
layout (binding = 2) readonly buffer Z {float data_ff[];};
layout (binding = 3) writeonly buffer D {D_TYPE data_d[];};
layout (binding = 4) readonly buffer I {uvec2 data_i[];}; // indices for set_rows
layout (binding = 0) readonly buffer X {A_TYPE rope_data_a[];};
layout (binding = 1) readonly buffer Y {int rope_data_pos[];};
layout (binding = 2) readonly buffer Z {float rope_data_ff[];};
layout (binding = 3) writeonly buffer D {ROPE_D_TYPE rope_data_d[];};
layout (binding = 4) readonly buffer I {uvec2 rope_data_i[];}; // indices for set_rows
layout (push_constant) uniform parameter {
uint ncols;
uint n_dims;
float freq_scale;
uint p_delta_rows;
float freq_base;
float ext_factor;
float attn_factor;
float corr_dims[2];
float theta_scale;
uint has_ff;
uint ne02;
uint s1;
uint s2;
int sections[4];
uint is_imrope;
uint is_back;
uint set_rows_stride;
} p;
rope_params pc;
};
float rope_yarn_ramp(const float low, const float high, const uint i0) {
const float y = (i0 / 2 - low) / max(0.001f, high - low);
return 1.0f - min(1.0f, max(0.0f, y));
}
void rope_yarn(const float theta_extrap, const uint i0, out float cos_theta, out float sin_theta) {
float mscale = p.attn_factor;
// Get n-d rotational scaling corrected for extrapolation
float theta_interp = p.freq_scale * theta_extrap;
float theta = theta_interp;
if (p.ext_factor != 0.0f) {
float ramp_mix = rope_yarn_ramp(p.corr_dims[0], p.corr_dims[1], i0) * p.ext_factor;
theta = theta_interp * (1 - ramp_mix) + theta_extrap * ramp_mix;
// Get n-d magnitude scaling corrected for interpolation
mscale *= 1.0f + 0.1f * log(1.0f / p.freq_scale);
}
// Backprogagation uses inverted rotation
if (p.is_back != 0) {
theta = -theta;
}
cos_theta = cos(theta) * mscale;
sin_theta = sin(theta) * mscale;
}