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[AMD][Mori] Add unittest for mori ep low latency and tbo (#20374)

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This commit is contained in:
billishyahao
2026-03-11 22:38:26 -07:00
committed by GitHub
parent dd82678b2d
commit 91f701e5f1
1 changed files with 250 additions and 68 deletions
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test/registered/amd/test_moriep_small.py
+231 -49
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@@ -2,12 +2,13 @@ import os
import unittest import unittest
from types import SimpleNamespace from types import SimpleNamespace
import requests
from sglang.srt.utils import kill_process_tree from sglang.srt.utils import kill_process_tree
from sglang.test.ci.ci_register import register_amd_ci from sglang.test.ci.ci_register import register_amd_ci
from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
from sglang.test.test_utils import ( from sglang.test.test_utils import (
DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST, DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST,
DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST_NEXTN,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH, DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST, DEFAULT_URL_FOR_TEST,
CustomTestCase, CustomTestCase,
@@ -17,13 +18,7 @@ from sglang.test.test_utils import (
register_amd_ci(est_time=1200, suite="stage-c-test-large-8-gpu-amd") register_amd_ci(est_time=1200, suite="stage-c-test-large-8-gpu-amd")
class TestPureDP(CustomTestCase): common_args = [
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
other_args = [
"--tp-size", "--tp-size",
"8", "8",
"--ep-size", "--ep-size",
@@ -49,11 +44,33 @@ class TestPureDP(CustomTestCase):
"12288", "12288",
"--attention-backend", "--attention-backend",
"aiter", "aiter",
] "--cuda-graph-max-bs",
"32",
]
mtp_args = [
"--speculative-algo",
"EAGLE",
"--speculative-num-steps",
"3",
"--speculative-eagle-topk",
"1",
"--speculative-num-draft-tokens",
"4",
]
class TestPureDP(CustomTestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
other_args = common_args
env = dict(os.environ) env = dict(os.environ)
env["SGLANG_USE_AITER"] = "1" env["SGLANG_USE_AITER"] = "1"
env["SGLANG_MORI_FP8_DISP"] = "True" env["SGLANG_MORI_FP8_DISP"] = "False"
env["SGLANG_MORI_NUM_MAX_DISPATCH_TOKENS_PER_RANK"] = "16384" env["SGLANG_MORI_NUM_MAX_DISPATCH_TOKENS_PER_RANK"] = "16384"
env["MORI_SHMEM_MODE"] = "ISOLATION" # avoid out of symmetric heap memory env["MORI_SHMEM_MODE"] = "ISOLATION" # avoid out of symmetric heap memory
@@ -93,49 +110,64 @@ class TestMTP(CustomTestCase):
def setUpClass(cls): def setUpClass(cls):
cls.model = DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST cls.model = DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_TEST cls.base_url = DEFAULT_URL_FOR_TEST
other_args = [ other_args = common_args + mtp_args
"--tp-size",
"8", env = dict(os.environ)
"--ep-size", env["SGLANG_USE_AITER"] = "1"
"8", env["SGLANG_MORI_FP8_DISP"] = "False"
"--dp-size", env["SGLANG_MORI_NUM_MAX_DISPATCH_TOKENS_PER_RANK"] = "16384"
"8", env["MORI_SHMEM_MODE"] = "ISOLATION" # avoid out of symmetric heap memory
"--enable-dp-attention",
"--moe-a2a-backend", cls.process = popen_launch_server(
"mori", cls.model,
"--trust-remote-code", cls.base_url,
"--load-balance-method", timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH * 5,
"round_robin", other_args=other_args,
"--moe-dense-tp-size", env=env,
"1", )
"--enable-dp-lm-head",
"--mem-fraction-static", @classmethod
"0.6", def tearDownClass(cls):
"--chunked-prefill-size", kill_process_tree(cls.process.pid)
"131072",
"--max-running-requests", def test_gsm8k(
"128", self,
"--context-length", ):
"12288", args = SimpleNamespace(
"--attention-backend", num_shots=5,
"aiter", data_path=None,
"--speculative-algo", num_questions=200,
"EAGLE", max_new_tokens=512,
"--speculative-draft-model-path", parallel=128,
DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST_NEXTN, host="http://127.0.0.1",
"--speculative-num-steps", port=int(self.base_url.split(":")[-1]),
"1", )
"--speculative-eagle-topk", metrics = run_eval_few_shot_gsm8k(args)
"1", print(f"{metrics=}")
"--speculative-num-draft-tokens", self.assertGreater(metrics["accuracy"], 0.935)
"2",
"--cuda-graph-max-bs", server_info = requests.get(self.base_url + "/get_server_info")
"32", avg_spec_accept_length = server_info.json()["internal_states"][0][
"avg_spec_accept_length"
]
print(f"{avg_spec_accept_length=}")
self.assertGreater(avg_spec_accept_length, 2.8)
class TestNormal(CustomTestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
other_args = common_args + [
"--deepep-mode",
"normal",
] ]
env = dict(os.environ) env = dict(os.environ)
env["SGLANG_USE_AITER"] = "1" env["SGLANG_USE_AITER"] = "1"
env["SGLANG_MORI_FP8_DISP"] = "True" env["SGLANG_MORI_FP8_DISP"] = "False"
env["SGLANG_MORI_NUM_MAX_DISPATCH_TOKENS_PER_RANK"] = "16384" env["SGLANG_MORI_NUM_MAX_DISPATCH_TOKENS_PER_RANK"] = "16384"
env["MORI_SHMEM_MODE"] = "ISOLATION" # avoid out of symmetric heap memory env["MORI_SHMEM_MODE"] = "ISOLATION" # avoid out of symmetric heap memory
@@ -169,5 +201,155 @@ class TestMTP(CustomTestCase):
self.assertGreater(metrics["accuracy"], 0.935) self.assertGreater(metrics["accuracy"], 0.935)
class TestLowLatency(CustomTestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
other_args = common_args + [
"--deepep-mode",
"low_latency",
]
env = dict(os.environ)
env["SGLANG_USE_AITER"] = "1"
env["SGLANG_MORI_FP8_DISP"] = "False"
env["SGLANG_MORI_NUM_MAX_DISPATCH_TOKENS_PER_RANK"] = "16384"
env["MORI_SHMEM_MODE"] = "ISOLATION" # avoid out of symmetric heap memory
env["MORI_DISABLE_P2P"] = "1"
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH * 5,
other_args=other_args,
env=env,
)
@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_few_shot_gsm8k(args)
print(f"{metrics=}")
self.assertGreater(metrics["accuracy"], 0.935)
class TestTBOwithLowLatency(CustomTestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
other_args = common_args + [
"--deepep-mode",
"low_latency",
"--enable-two-batch-overlap",
]
env = dict(os.environ)
env["SGLANG_USE_AITER"] = "1"
env["SGLANG_MORI_FP8_DISP"] = "False"
env["SGLANG_MORI_NUM_MAX_DISPATCH_TOKENS_PER_RANK"] = "16384"
env["MORI_SHMEM_MODE"] = "ISOLATION" # avoid out of symmetric heap memory
env["MORI_DISABLE_P2P"] = "1"
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH * 5,
other_args=other_args,
env=env,
)
@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_few_shot_gsm8k(args)
print(f"{metrics=}")
self.assertGreater(metrics["accuracy"], 0.935)
class TestMTPwithTBO(CustomTestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_DEEPEP_MODEL_NAME_FOR_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
other_args = (
common_args
+ mtp_args
+ [
"--deepep-mode",
"low_latency",
"--enable-two-batch-overlap",
]
)
env = dict(os.environ)
env["SGLANG_USE_AITER"] = "1"
env["SGLANG_MORI_FP8_DISP"] = "False"
env["SGLANG_MORI_NUM_MAX_DISPATCH_TOKENS_PER_RANK"] = "16384"
env["MORI_SHMEM_MODE"] = "ISOLATION" # avoid out of symmetric heap memory
env["MORI_DISABLE_P2P"] = "1"
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH * 5,
other_args=other_args,
env=env,
)
@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_few_shot_gsm8k(args)
print(f"{metrics=}")
self.assertGreater(metrics["accuracy"], 0.935)
if __name__ == "__main__": if __name__ == "__main__":
unittest.main() unittest.main()