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-rw-r--r--llama.cpp/ggml/src/ggml-vulkan/vulkan-shaders/rms_norm_back.comp55
1 files changed, 55 insertions, 0 deletions
diff --git a/llama.cpp/ggml/src/ggml-vulkan/vulkan-shaders/rms_norm_back.comp b/llama.cpp/ggml/src/ggml-vulkan/vulkan-shaders/rms_norm_back.comp
new file mode 100644
index 0000000..87707fc
--- /dev/null
+++ b/llama.cpp/ggml/src/ggml-vulkan/vulkan-shaders/rms_norm_back.comp
@@ -0,0 +1,55 @@
+#version 450
+
+#include "generic_head.glsl"
+#include "types.glsl"
+
+#extension GL_EXT_control_flow_attributes : enable
+#define BLOCK_SIZE 512
+
+layout(local_size_x = BLOCK_SIZE, local_size_y = 1, local_size_z = 1) in;
+
+layout (binding = 0) readonly buffer G {A_TYPE data_a[];};
+layout (binding = 1) readonly buffer X {B_TYPE data_b[];};
+layout (binding = 2) writeonly buffer D {D_TYPE data_d[];};
+
+shared FLOAT_TYPE sum_xx[BLOCK_SIZE];
+shared FLOAT_TYPE sum_xg[BLOCK_SIZE];
+
+void main() {
+ const uint row = gl_WorkGroupID.z * 262144 + gl_WorkGroupID.y * 512 + gl_WorkGroupID.x;
+ const uint tid = gl_LocalInvocationID.x;
+
+ // Compute derivative of x[i]/norm(x) = g[i]/norm(x) - x[i] dot(x,g)/KX / norm(x)^1.5
+
+ // partial sums for thread in warp
+ sum_xx[tid] = FLOAT_TYPE(0.0f);
+ sum_xg[tid] = FLOAT_TYPE(0.0f);
+
+ [[unroll]] for (uint col = tid; col < p.KX; col += BLOCK_SIZE) {
+ const FLOAT_TYPE gi = FLOAT_TYPE(data_a[row*p.KX + col]);
+ const FLOAT_TYPE xi = FLOAT_TYPE(data_b[row*p.KX + col]);
+ sum_xx[tid] += xi * xi;
+ sum_xg[tid] += xi * gi;
+ }
+
+ // sum up partial sums and write back result
+ barrier();
+ [[unroll]] for (int s = BLOCK_SIZE / 2; s > 0; s >>= 1) {
+ if (tid < s) {
+ sum_xx[tid] += sum_xx[tid + s];
+ sum_xg[tid] += sum_xg[tid + s];
+ }
+ barrier();
+ }
+
+ const FLOAT_TYPE eps = FLOAT_TYPE(p.param1);
+ const FLOAT_TYPE mean = sum_xx[0] / FLOAT_TYPE(p.KX);
+ const FLOAT_TYPE scale_g = inversesqrt(mean + eps);
+ const FLOAT_TYPE scale_x = -scale_g * sum_xg[0] / (sum_xx[0] + FLOAT_TYPE(p.KX) * eps);
+
+ [[unroll]] for (uint col = tid; col < p.KX; col += BLOCK_SIZE) {
+ data_d[row*p.KX + col] = D_TYPE(
+ scale_g * FLOAT_TYPE(data_a[row*p.KX + col]) +
+ scale_x * FLOAT_TYPE(data_b[row*p.KX + col]));
+ }
+}