vulkan: implement GGML_OP_ARGMAX
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3 changed files with 75 additions and 0 deletions
51
ggml/src/ggml-vulkan/vulkan-shaders/argmax.comp
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51
ggml/src/ggml-vulkan/vulkan-shaders/argmax.comp
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#version 450
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#include "generic_head.comp"
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#include "types.comp"
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#extension GL_EXT_control_flow_attributes : enable
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layout(local_size_x_id = 0, local_size_y = 1, local_size_z = 1) in;
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layout (binding = 0) readonly buffer A {A_TYPE data_a[];};
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layout (binding = 1) writeonly buffer D {D_TYPE data_d[];};
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layout (constant_id = 0) const uint BLOCK_SIZE = 32;
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shared FLOAT_TYPE tmpmax[BLOCK_SIZE];
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shared uint tmp[BLOCK_SIZE];
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void main() {
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const uint row = gl_WorkGroupID.z * 262144 + gl_WorkGroupID.y * 512 + gl_WorkGroupID.x;
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const uint col = gl_LocalInvocationID.x;
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if (col >= p.KX) {
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return;
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}
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A_TYPE amax = data_a[row*p.KX + col];
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tmp[col] = col;
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for (uint i = col + BLOCK_SIZE; i < p.KX; i += BLOCK_SIZE) {
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A_TYPE val = data_a[row*p.KX + i];
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if (val > amax) {
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amax = val;
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tmp[col] = i;
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}
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}
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tmpmax[col] = amax;
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barrier();
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[[unroll]] for (int s = int(BLOCK_SIZE) / 2; s > 0; s >>= 1) {
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if (col < s && col + s < p.KX) {
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if (tmpmax[col] < tmpmax[col + s]) {
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tmpmax[col] = tmpmax[col + s];
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tmp[col] = tmp[col + s];
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}
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}
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barrier();
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}
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if (col == 0) {
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data_d[row] = D_TYPE(tmp[0]);
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}
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}
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@ -484,6 +484,7 @@ void process_shaders() {
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string_to_spv("argsort_f32", "argsort.comp", {{"A_TYPE", "float"}});
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string_to_spv("argmax_f32", "argmax.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "int"}}));
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string_to_spv("sum_rows_f32", "sum_rows.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}}));
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string_to_spv("im2col_f32", "im2col.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}}));
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