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| author | Mitja Felicijan <mitja.felicijan@gmail.com> | 2026-02-12 20:57:17 +0100 |
|---|---|---|
| committer | Mitja Felicijan <mitja.felicijan@gmail.com> | 2026-02-12 20:57:17 +0100 |
| commit | b333b06772c89d96aacb5490d6a219fba7c09cc6 (patch) | |
| tree | 211df60083a5946baa2ed61d33d8121b7e251b06 /llama.cpp/ggml/src/ggml-cuda/template-instances/generate_cu_files.py | |
| download | llmnpc-b333b06772c89d96aacb5490d6a219fba7c09cc6.tar.gz | |
Engage!
Diffstat (limited to 'llama.cpp/ggml/src/ggml-cuda/template-instances/generate_cu_files.py')
| -rwxr-xr-x | llama.cpp/ggml/src/ggml-cuda/template-instances/generate_cu_files.py | 99 |
1 files changed, 99 insertions, 0 deletions
diff --git a/llama.cpp/ggml/src/ggml-cuda/template-instances/generate_cu_files.py b/llama.cpp/ggml/src/ggml-cuda/template-instances/generate_cu_files.py new file mode 100755 index 0000000..e382df1 --- /dev/null +++ b/llama.cpp/ggml/src/ggml-cuda/template-instances/generate_cu_files.py @@ -0,0 +1,99 @@ +#!/usr/bin/env python3 + +from glob import glob +import os + +HEAD_SIZES_KQ = [40, 64, 72, 80, 96, 112, 128, 256, 576] + +TYPES_KV = ["GGML_TYPE_F16", "GGML_TYPE_Q4_0", "GGML_TYPE_Q4_1", "GGML_TYPE_Q5_0", "GGML_TYPE_Q5_1", "GGML_TYPE_Q8_0"] + +SOURCE_FATTN_TILE = """// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-tile.cuh" + +DECL_FATTN_TILE_CASE({head_size_kq}, {head_size_v}); +""" + +SOURCE_FATTN_VEC = """// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-vec.cuh" + +DECL_FATTN_VEC_CASE( 64, {type_k}, {type_v}); +DECL_FATTN_VEC_CASE(128, {type_k}, {type_v}); +DECL_FATTN_VEC_CASE(256, {type_k}, {type_v}); +""" + +SOURCE_FATTN_MMA_START = """// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../fattn-mma-f16.cuh" + +""" + +SOURCE_FATTN_MMA_CASE = "DECL_FATTN_MMA_F16_CASE({head_size_kq}, {head_size_v}, {ncols1}, {ncols2});\n" + +TYPES_MMQ = [ + "GGML_TYPE_Q4_0", "GGML_TYPE_Q4_1", "GGML_TYPE_Q5_0", "GGML_TYPE_Q5_1", "GGML_TYPE_Q8_0", + "GGML_TYPE_Q2_K", "GGML_TYPE_Q3_K", "GGML_TYPE_Q4_K", "GGML_TYPE_Q5_K", "GGML_TYPE_Q6_K", + "GGML_TYPE_IQ2_XXS", "GGML_TYPE_IQ2_XS", "GGML_TYPE_IQ2_S", "GGML_TYPE_IQ3_XXS", "GGML_TYPE_IQ3_S", + "GGML_TYPE_IQ1_S", "GGML_TYPE_IQ4_NL", "GGML_TYPE_IQ4_XS", "GGML_TYPE_MXFP4" +] + +SOURCE_MMQ = """// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../mmq.cuh" + +DECL_MMQ_CASE({type}); +""" + +SOURCE_MMF = """// This file has been autogenerated by generate_cu_files.py, do not edit manually. + +#include "../mmf.cuh" + +DECL_MMF_CASE({type}); +""" + + +def get_short_name(long_quant_name): + return long_quant_name.replace("GGML_TYPE_", "").lower() + + +for filename in glob("*.cu"): + os.remove(filename) + +for head_size_kq in HEAD_SIZES_KQ: + head_size_v = head_size_kq if head_size_kq != 576 else 512 + with open(f"fattn-tile-instance-dkq{head_size_kq}-dv{head_size_v}.cu", "w") as f: + f.write(SOURCE_FATTN_TILE.format(head_size_kq=head_size_kq, head_size_v=head_size_v)) + +for type_k in TYPES_KV: + for type_v in TYPES_KV: + with open(f"fattn-vec-instance-{get_short_name(type_k)}-{get_short_name(type_v)}.cu", "w") as f: + f.write(SOURCE_FATTN_VEC.format(type_k=type_k, type_v=type_v)) + +for ncols in [8, 16, 32, 64]: + for ncols2 in [1, 2, 4, 8, 16, 32]: + if ncols2 > ncols: + continue + ncols1 = ncols // ncols2 + with open(f"fattn-mma-f16-instance-ncols1_{ncols1}-ncols2_{ncols2}.cu", "w") as f: + f.write(SOURCE_FATTN_MMA_START) + + for head_size_kq in HEAD_SIZES_KQ: + if head_size_kq == 40: + continue + if head_size_kq == 72: + continue + if head_size_kq != 576 and ncols2 in (16, 32): + continue + if head_size_kq == 576 and ncols2 not in (4, 16, 32): + continue + head_size_v = head_size_kq if head_size_kq != 576 else 512 + f.write(SOURCE_FATTN_MMA_CASE.format(ncols1=ncols1, ncols2=ncols2, head_size_kq=head_size_kq, head_size_v=head_size_v)) + +for type in TYPES_MMQ: + with open(f"mmq-instance-{get_short_name(type)}.cu", "w") as f: + f.write(SOURCE_MMQ.format(type=type)) + +for type in range(1, 17): + with open(f"mmf-instance-ncols_{type}.cu", "w") as f: + f.write(SOURCE_MMF.format(type=type)) |
