vulkan: implement several ops relevant for ggml_opt (#11769)
* vulkan: support memset_tensor * vulkan: support GGML_OP_SUM * vulkan: implement GGML_OP_ARGMAX * vulkan: implement GGML_OP_SUB * vulkan: implement GGML_OP_COUNT_EQUAL * vulkan: implement GGML_OP_OPT_STEP_ADAMW * vulkan: fix check_results RWKV_WKV6 crash and memory leaks * vulkan: implement GGML_OP_REPEAT_BACK * tests: remove invalid test-backend-ops REPEAT_BACK tests * vulkan: fix COUNT_EQUAL memset using a fillBuffer command
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8 changed files with 569 additions and 223 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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