[Feature] Spec-Overlap supporting DP-ATTN; PD-Disaggregation; npugraph mode (#12443)

This commit is contained in:
Even Zhou
2025-11-15 21:51:07 +08:00
committed by GitHub
parent 0d41ddfbd0
commit 2aec8b6e1b
24 changed files with 657 additions and 366 deletions
+5 -20
View File
@@ -43,6 +43,9 @@ class TestAscendDeepSeekMTP(CustomTestCase):
32768,
"--tp-size",
16,
"--dp-size",
2,
"--enable-dp-attention",
"--speculative-algorithm",
"NEXTN",
"--speculative-num-steps",
@@ -55,6 +58,8 @@ class TestAscendDeepSeekMTP(CustomTestCase):
cls.extra_envs = {
"SGLANG_NPU_USE_MLAPO": "1",
"SGLANG_ENABLE_SPEC_V2": "1",
"SGLANG_ENABLE_OVERLAP_PLAN_STREAM": "1",
}
os.environ.update(cls.extra_envs)
@@ -91,26 +96,6 @@ class TestAscendDeepSeekMTP(CustomTestCase):
finally:
kill_process_tree(process.pid)
def test_b_throughput(self):
for model in self.models:
with self.subTest(model=model):
print(f"##=== Testing throughput: {model} ===##")
output_throughput = run_bench_offline_throughput(
model,
[
*self.common_args,
],
)
print(f"##=== {model} throughput: {output_throughput} ===##")
if is_in_ci():
self.assertGreater(
output_throughput,
TEST_MODEL_MATRIX[model]["output_throughput"],
)
if __name__ == "__main__":
unittest.main()
+1
View File
@@ -181,6 +181,7 @@ suites = {
TestFile("test_flash_attention_4.py", 300),
TestFile("test_gpt_oss_4gpu.py", 600),
TestFile("test_llama31_fp4.py", 300),
TestFile("test_eagle_infer_beta_dp_attention.py", 200),
],
"per-commit-4-gpu-gb200": [
TestFile("test_cutedsl_moe.py", 300),
@@ -0,0 +1,97 @@
import os
import unittest
from types import SimpleNamespace
import requests
from sglang.srt.utils import kill_process_tree
from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
from sglang.test.test_utils import (
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
CustomTestCase,
is_in_ci,
popen_launch_server,
write_github_step_summary,
)
FULL_DEEPSEEK_V3_FP4_MODEL_PATH = "nvidia/DeepSeek-V3-0324-FP4"
class TestEagleDPAttnServerBase(CustomTestCase):
@classmethod
def setUpClass(cls):
os.environ["SGLANG_ENABLE_SPEC_V2"] = "1"
cls.model = FULL_DEEPSEEK_V3_FP4_MODEL_PATH
cls.base_url = DEFAULT_URL_FOR_TEST
other_args = [
"--tp-size",
"4",
"--dp-size",
"4",
"--enable-dp-attention",
"--attention-backend",
"trtllm_mla",
"--moe-runner-backend",
"flashinfer_trtllm",
"--quantization",
"modelopt_fp4",
"--speculative-algorithm",
"EAGLE",
"--speculative-num-steps",
"3",
"--speculative-eagle-topk",
"1",
"--speculative-num-draft-tokens",
"4",
"--kv-cache-dtype",
"fp8_e4m3",
]
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=other_args,
)
@classmethod
def tearDownClass(cls):
kill_process_tree(cls.process.pid)
if "SGLANG_ENABLE_SPEC_V2" in os.environ:
del os.environ["SGLANG_ENABLE_SPEC_V2"]
def test_a_gsm8k(
self,
): # Append an "a" to make this test run first (alphabetically) to warm up the server
requests.get(self.base_url + "/flush_cache")
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_few_shot_gsm8k(args)
print(f"{metrics=}")
server_info = requests.get(self.base_url + "/get_server_info")
avg_spec_accept_length = server_info.json()["internal_states"][0][
"avg_spec_accept_length"
]
print(f"{avg_spec_accept_length=}")
if is_in_ci():
write_github_step_summary(
f"### test_gsm8k (deepseek-v3-fp4 mtp)\n"
f'{metrics["accuracy"]=:.3f}\n'
f"{avg_spec_accept_length=:.2f}\n"
)
self.assertGreater(metrics["accuracy"], 0.94)
self.assertGreater(avg_spec_accept_length, 2.04)
if __name__ == "__main__":
unittest.main()