Re-enable Flashinfer TRTLLM GEN MHA and Add Unit Test (#12885)

This commit is contained in:
Sam
2025-11-11 12:17:43 +08:00
committed by GitHub
parent 9caca6a45c
commit 3594815a8b
3 changed files with 65 additions and 1 deletions

View File

@@ -199,7 +199,8 @@ def attn_backend_wrapper(runner: "ModelRunner", full_attn_backend: "AttentionBac
if is_blackwell():
assert (
runner.server_args.attention_backend == "triton"
), "triton backend is the only supported backend on Blackwell GPUs for hybrid GDN models, use --attention-backend triton to specify the backend."
or runner.server_args.attention_backend == "trtllm_mha"
), "triton or trtllm_mha backend are the only supported backends on Blackwell GPUs for hybrid GDN models, use --attention-backend triton or --attention-backend trtllm_mha to specify the backend."
if is_npu():
assert (
runner.server_args.attention_backend == "ascend"

View File

@@ -0,0 +1,62 @@
import os
import unittest
from types import SimpleNamespace
from sglang.srt.utils import kill_process_tree
from sglang.test.few_shot_gsm8k import run_eval
from sglang.test.test_utils import (
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
CustomTestCase,
popen_launch_server,
)
class TestFlashinferTrtllmGenAttnBackend(CustomTestCase):
@classmethod
def setUpClass(cls):
cls.model = "Qwen/Qwen3-Next-80B-A3B-Instruct"
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
env={**os.environ, "SGLANG_ENABLE_JIT_DEEPGEMM": "False"},
other_args=[
"--attention-backend",
"trtllm_mha",
"--cuda-graph-max-bs",
"512",
"--tp-size",
"4",
"--ep-size",
"4",
"--mem-fraction-static",
"0.7",
"--mamba-ssm-dtype",
"bfloat16",
"--disable-radix-cache",
],
)
@classmethod
def tearDownClass(cls):
kill_process_tree(cls.process.pid)
def test_gsm8k(self):
args = SimpleNamespace(
num_shots=5,
data_path=None,
num_questions=200,
max_new_tokens=512,
parallel=128,
host="http://127.0.0.1",
port=int(self.base_url.split(":")[-1]),
)
metrics = run_eval(args)
print(f"{metrics=}")
self.assertGreater(metrics["accuracy"], 0.93)
if __name__ == "__main__":
unittest.main()

View File

@@ -221,6 +221,7 @@ suites = {
"nightly-4-gpu-b200": [
TestFile("test_fp4_moe.py", 300),
TestFile("nightly/test_gpt_oss_4gpu_perf.py", 600),
TestFile("nightly/test_flashinfer_trtllm_gen_attn_backend.py", 300),
],
"nightly-8-gpu-b200": [],
"nightly-4-gpu": [],