ColossalAI/extensions/inference/inference_ops_cuda.py
yuehuayingxueluo f366a5ea1f
[Inference/kernel]Add Fused Rotary Embedding and KVCache Memcopy CUDA Kernel (#5418)
* add rotary embedding kernel

* add rotary_embedding_kernel

* add fused rotary_emb and kvcache memcopy

* add fused_rotary_emb_and_cache_kernel.cu

* add fused_rotary_emb_and_memcopy

* fix bugs in fused_rotary_emb_and_cache_kernel.cu

* fix ci bugs

* use vec memcopy and opt the  gloabl memory access

* fix code style

* fix test_rotary_embdding_unpad.py

* codes revised based on the review comments

* fix bugs about include path

* rm inline
2024-03-13 17:20:03 +08:00

34 lines
1.1 KiB
Python

from ..cuda_extension import _CudaExtension
from ..utils import get_cuda_cc_flag
class InferenceOpsCudaExtension(_CudaExtension):
def __init__(self):
super().__init__(name="inference_ops_cuda")
def sources_files(self):
ret = [
self.csrc_abs_path(fname)
for fname in [
"cuda/pybind/inference.cpp",
"cuda/decode_kv_cache_memcpy_kernel.cu",
"cuda/fused_rotary_emb_and_cache_kernel.cu",
"cuda/activation_kernel.cu",
"cuda/rms_layernorm_kernel.cu",
]
]
return ret
def include_dirs(self):
ret = [self.csrc_abs_path("cuda/include"), self.get_cuda_home_include()]
return ret
def cxx_flags(self):
version_dependent_macros = ["-DVERSION_GE_1_1", "-DVERSION_GE_1_3", "-DVERSION_GE_1_5"]
return ["-O3"] + version_dependent_macros
def nvcc_flags(self):
extra_cuda_flags = ["-lineinfo"]
extra_cuda_flags.extend(get_cuda_cc_flag())
return ["-O3", "--use_fast_math"] + extra_cuda_flags