[FEAT] [ROCm]: Add AITER RMS Norm (Layer Norm) Feature (#14959)

Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
This commit is contained in:
TJian
2025-03-22 13:36:14 +08:00
committed by GitHub
parent df1430265c
commit ec870fba9a
5 changed files with 173 additions and 29 deletions

View File

@@ -7,7 +7,10 @@ from vllm.model_executor.custom_op import CustomOp
from vllm.model_executor.layers.activation import (GeluAndMul,
ReLUSquaredActivation,
SiluAndMul)
from vllm.model_executor.layers.layernorm import RMSNorm
from vllm.model_executor.layers.layernorm import (
RMSNorm, dispatch_cuda_rmsnorm_func, fused_add_rms_norm, rms_norm,
rocm_aiter_fused_add_rms_norm, rocm_aiter_rms_norm)
from vllm.platforms import current_platform
# Registered subclass for test
@@ -87,3 +90,27 @@ def test_enabled_ops_invalid(env: str):
custom_ops=env.split(",")))
with set_current_vllm_config(vllm_config):
RMSNorm(1024).enabled()
@pytest.mark.parametrize("add_residual", [True, False])
@pytest.mark.parametrize("use_rocm_aiter", ["0", "1"])
@pytest.mark.parametrize("use_rocm_aiter_norm", ["0", "1"])
@pytest.mark.skipif(not current_platform.is_rocm(),
reason="AITER is a feature exclusive for ROCm")
def test_rms_norm_dispatch(add_residual: bool, use_rocm_aiter: str,
use_rocm_aiter_norm: str, monkeypatch):
monkeypatch.setenv("VLLM_ROCM_USE_AITER", use_rocm_aiter)
monkeypatch.setenv("VLLM_ROCM_USE_AITER_RMSNORM", use_rocm_aiter_norm)
rms_norm_func = dispatch_cuda_rmsnorm_func(add_residual)
if not add_residual:
if current_platform.is_rocm() and int(use_rocm_aiter) and int(
use_rocm_aiter_norm):
assert rms_norm_func == rocm_aiter_rms_norm
else:
assert rms_norm_func == rms_norm
elif current_platform.is_rocm() and int(use_rocm_aiter) and int(
use_rocm_aiter_norm):
assert rms_norm_func == rocm_aiter_fused_add_rms_norm
else:
assert rms_norm_func == fused_add_rms_norm