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-rw-r--r--ggml-metal.m53
1 files changed, 49 insertions, 4 deletions
diff --git a/ggml-metal.m b/ggml-metal.m
index 15fb68fc..ff9ae55a 100644
--- a/ggml-metal.m
+++ b/ggml-metal.m
@@ -35,6 +35,10 @@ enum ggml_metal_kernel_type {
GGML_METAL_KERNEL_TYPE_MUL_ROW,
GGML_METAL_KERNEL_TYPE_DIV,
GGML_METAL_KERNEL_TYPE_DIV_ROW,
+ GGML_METAL_KERNEL_TYPE_REPEAT_F32,
+ GGML_METAL_KERNEL_TYPE_REPEAT_F16,
+ GGML_METAL_KERNEL_TYPE_REPEAT_I32,
+ GGML_METAL_KERNEL_TYPE_REPEAT_I16,
GGML_METAL_KERNEL_TYPE_SCALE,
GGML_METAL_KERNEL_TYPE_SCALE_4,
GGML_METAL_KERNEL_TYPE_CLAMP,
@@ -485,6 +489,10 @@ static struct ggml_metal_context * ggml_metal_init(int n_cb) {
GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_MUL_ROW, mul_row, true);
GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_DIV, div, true);
GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_DIV_ROW, div_row, true);
+ GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_REPEAT_F32, repeat_f32, true);
+ GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_REPEAT_F16, repeat_f16, true);
+ GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_REPEAT_I32, repeat_i32, true);
+ GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_REPEAT_I16, repeat_i16, true);
GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SCALE, scale, true);
GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SCALE_4, scale_4, true);
GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CLAMP, clamp, true);
@@ -746,6 +754,7 @@ static bool ggml_metal_supports_op(const struct ggml_metal_context * ctx, const
case GGML_OP_ACC:
case GGML_OP_MUL:
case GGML_OP_DIV:
+ case GGML_OP_REPEAT:
case GGML_OP_SCALE:
case GGML_OP_CLAMP:
case GGML_OP_SQR:
@@ -979,8 +988,6 @@ static enum ggml_status ggml_metal_graph_compute(
switch (dst->op) {
case GGML_OP_CONCAT:
{
- const int64_t nb = ne00;
-
id<MTLComputePipelineState> pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CONCAT].pipeline;
[encoder setComputePipelineState:pipeline];
@@ -1011,7 +1018,6 @@ static enum ggml_status ggml_metal_graph_compute(
[encoder setBytes:&nb1 length:sizeof(nb1) atIndex:24];
[encoder setBytes:&nb2 length:sizeof(nb2) atIndex:25];
[encoder setBytes:&nb3 length:sizeof(nb3) atIndex:26];
- [encoder setBytes:&nb length:sizeof(nb) atIndex:27];
const int nth = MIN(1024, ne0);
@@ -1021,11 +1027,14 @@ static enum ggml_status ggml_metal_graph_compute(
case GGML_OP_MUL:
case GGML_OP_DIV:
{
+ GGML_ASSERT(src0t == GGML_TYPE_F32);
+ GGML_ASSERT(src1t == GGML_TYPE_F32);
+
const size_t offs = 0;
bool bcast_row = false;
- int64_t nb = ne00;
+ int64_t nb = ne00; // used by the "row" kernels
id<MTLComputePipelineState> pipeline = nil;
@@ -1094,6 +1103,42 @@ static enum ggml_status ggml_metal_graph_compute(
[encoder dispatchThreadgroups:MTLSizeMake(ne01, ne02, ne03) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
}
} break;
+ case GGML_OP_REPEAT:
+ {
+ id<MTLComputePipelineState> pipeline;
+
+ switch (src0t) {
+ case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_REPEAT_F32].pipeline; break;
+ case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_REPEAT_F16].pipeline; break;
+ case GGML_TYPE_I32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_REPEAT_I32].pipeline; break;
+ case GGML_TYPE_I16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_REPEAT_I16].pipeline; break;
+ default: GGML_ASSERT(false);
+ }
+
+ [encoder setComputePipelineState:pipeline];
+ [encoder setBuffer:id_src0 offset:offs_src0 atIndex:0];
+ [encoder setBuffer:id_dst offset:offs_dst atIndex:1];
+ [encoder setBytes:&ne00 length:sizeof(ne00) atIndex:2];
+ [encoder setBytes:&ne01 length:sizeof(ne01) atIndex:3];
+ [encoder setBytes:&ne02 length:sizeof(ne02) atIndex:4];
+ [encoder setBytes:&ne03 length:sizeof(ne03) atIndex:5];
+ [encoder setBytes:&nb00 length:sizeof(nb00) atIndex:6];
+ [encoder setBytes:&nb01 length:sizeof(nb01) atIndex:7];
+ [encoder setBytes:&nb02 length:sizeof(nb02) atIndex:8];
+ [encoder setBytes:&nb03 length:sizeof(nb03) atIndex:9];
+ [encoder setBytes:&ne0 length:sizeof(ne0) atIndex:10];
+ [encoder setBytes:&ne1 length:sizeof(ne1) atIndex:11];
+ [encoder setBytes:&ne2 length:sizeof(ne2) atIndex:12];
+ [encoder setBytes:&ne3 length:sizeof(ne3) atIndex:13];
+ [encoder setBytes:&nb0 length:sizeof(nb0) atIndex:14];
+ [encoder setBytes:&nb1 length:sizeof(nb1) atIndex:15];
+ [encoder setBytes:&nb2 length:sizeof(nb2) atIndex:16];
+ [encoder setBytes:&nb3 length:sizeof(nb3) atIndex:17];
+
+ const int nth = MIN((int) pipeline.maxTotalThreadsPerThreadgroup, ne0);
+
+ [encoder dispatchThreadgroups:MTLSizeMake(ne1, ne2, ne3) threadsPerThreadgroup:MTLSizeMake(nth, 1, 1)];
+ } break;
case GGML_OP_ACC:
{
GGML_ASSERT(src0t == GGML_TYPE_F32);