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| author | Kawrakow <iwankawrakow@gmail.com> | 2024-10-31 12:05:27 +0100 |
|---|---|---|
| committer | GitHub <noreply@github.com> | 2024-10-31 12:05:27 +0100 |
| commit | 52874c5d21819bd63cc4c500f2fb1be435d16b5e (patch) | |
| tree | bff705dd887d124958d1ad3c224de9ee9732de1a /ggml/include | |
| parent | 5ad6439486e5bfdd8e34213a36beb56b74842bbe (diff) | |
Faster MoE inference (#112)
* multi_sdd: WIP
* multi_sdd: CPU works
* multi_add: CUDA
* multi_add: simplify
* multi_add: Metal
* Metal: speed up mul_mat_id
For the Granite-1B MoE model PP-512 goes from
156 t/s to 890 t/s, so nearly a 6X speedup!
---------
Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
Diffstat (limited to 'ggml/include')
| -rw-r--r-- | ggml/include/ggml.h | 6 |
1 files changed, 6 insertions, 0 deletions
diff --git a/ggml/include/ggml.h b/ggml/include/ggml.h index 83dab61b..8980285f 100644 --- a/ggml/include/ggml.h +++ b/ggml/include/ggml.h @@ -494,6 +494,7 @@ extern "C" { GGML_OP_GROUP_NORM, GGML_OP_FUSED_RMS_NORM, GGML_OP_FUSED_MUL_UNARY, + GGML_OP_MULTI_ADD, GGML_OP_MUL_MAT, GGML_OP_MUL_MAT_ID, @@ -930,6 +931,11 @@ extern "C" { struct ggml_tensor * a, struct ggml_tensor * b); + GGML_API struct ggml_tensor * ggml_multi_add( + struct ggml_context * ctx, + struct ggml_tensor * a, + int n_experts); + // dst = a // view(dst, nb1, nb2, nb3, offset) += b // return dst |