#!/usr/bin/env python3 from glob import glob import os TYPES_KV = ["GGML_TYPE_Q4_0", "GGML_TYPE_Q4_1", "GGML_TYPE_Q5_0", "GGML_TYPE_Q5_1", "GGML_TYPE_Q8_0", "GGML_TYPE_F16"] SOURCE_FATTN_VEC = """// This file has been autogenerated by generate_cu_files.py, do not edit manually. #include "../fattn-vec-f{vkq_size}.cuh" DECL_FATTN_VEC_F{vkq_size}_CASE({head_size}, {type_k}, {type_v}); """ SOURCE_FATTN_WMMA_START = """// This file has been autogenerated by generate_cu_files.py, do not edit manually. #include "../fattn-wmma-f16.cuh" """ SOURCE_FATTN_WMMA_CASE = "DECL_FATTN_WMMA_F16_CASE({head_size}, {cols_per_block}, {kq_acc_t});\n" def get_short_name(long_quant_name): return long_quant_name.replace("GGML_TYPE_", "").lower() def get_head_sizes(type_k, type_v): if type_k == "GGML_TYPE_F16" and type_v == "GGML_TYPE_F16": return [64, 128, 256] if type_k == "GGML_TYPE_F16": return [64, 128] return [128] for filename in glob("*.cu"): os.remove(filename) for vkq_size in [16, 32]: for type_k in TYPES_KV: for type_v in TYPES_KV: for head_size in get_head_sizes(type_k, type_v): with open(f"fattn-vec-f{vkq_size}-instance-hs{head_size}-{get_short_name(type_k)}-{get_short_name(type_v)}.cu", "w") as f: f.write(SOURCE_FATTN_VEC.format(vkq_size=vkq_size, head_size=head_size, type_k=type_k, type_v=type_v)) for kq_acc_t in ["half", "float"]: for cols_per_block in [8, 16, 32]: if kq_acc_t == "float" and cols_per_block == 8: continue with open(f"fattn-wmma-f16-instance-kq{kq_acc_t}-cpb{cols_per_block}.cu", "w") as f: f.write(SOURCE_FATTN_WMMA_START) for head_size in [64, 80, 96, 112, 128, 256]: if cols_per_block == 8 and head_size % 32 != 0: # wmma fragment is 8x32 continue if kq_acc_t == "float" and cols_per_block == 32 and head_size == 256: # register spilling, bad performance continue f.write(SOURCE_FATTN_WMMA_CASE.format(kq_acc_t=kq_acc_t, cols_per_block=cols_per_block, head_size=head_size))