c882b5ae75
Signed-off-by: Shangming Cai <csmthu@gmail.com> Co-authored-by: Shangming Cai <csmthu@gmail.com>
306 lines
8.6 KiB
Python
306 lines
8.6 KiB
Python
import os
|
|
import time
|
|
import unittest
|
|
from types import SimpleNamespace
|
|
|
|
from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
|
|
from sglang.test.test_disaggregation_utils import TestDisaggregationBase
|
|
from sglang.test.test_utils import (
|
|
DEFAULT_MODEL_NAME_FOR_TEST,
|
|
DEFAULT_MODEL_NAME_FOR_TEST_MLA,
|
|
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
|
popen_launch_pd_server,
|
|
)
|
|
|
|
|
|
class TestDisaggregationMooncakePrefillLargerTP(TestDisaggregationBase):
|
|
@classmethod
|
|
def setUpClass(cls):
|
|
super().setUpClass()
|
|
# Temporarily disable JIT DeepGEMM
|
|
cls.original_jit_deepgemm = os.environ.get("SGL_ENABLE_JIT_DEEPGEMM")
|
|
os.environ["SGL_ENABLE_JIT_DEEPGEMM"] = "false"
|
|
|
|
cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
|
|
|
|
# Non blocking start servers
|
|
cls.start_prefill()
|
|
cls.start_decode()
|
|
|
|
# Block until both
|
|
cls.wait_server_ready(cls.prefill_url + "/health")
|
|
cls.wait_server_ready(cls.decode_url + "/health")
|
|
|
|
cls.launch_lb()
|
|
|
|
@classmethod
|
|
def start_prefill(cls):
|
|
prefill_args = [
|
|
"--trust-remote-code",
|
|
"--disaggregation-mode",
|
|
"prefill",
|
|
"--tp",
|
|
"4",
|
|
]
|
|
prefill_args += cls.transfer_backend + cls.rdma_devices
|
|
cls.process_prefill = popen_launch_pd_server(
|
|
cls.model,
|
|
cls.prefill_url,
|
|
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
|
other_args=prefill_args,
|
|
)
|
|
|
|
@classmethod
|
|
def start_decode(cls):
|
|
decode_args = [
|
|
"--trust-remote-code",
|
|
"--disaggregation-mode",
|
|
"decode",
|
|
"--tp",
|
|
"2",
|
|
"--base-gpu-id",
|
|
"4",
|
|
]
|
|
decode_args += cls.transfer_backend + cls.rdma_devices
|
|
cls.process_decode = popen_launch_pd_server(
|
|
cls.model,
|
|
cls.decode_url,
|
|
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
|
other_args=decode_args,
|
|
)
|
|
|
|
def test_gsm8k(self):
|
|
args = SimpleNamespace(
|
|
num_shots=5,
|
|
data_path=None,
|
|
num_questions=200,
|
|
max_new_tokens=512,
|
|
parallel=128,
|
|
host=f"http://{self.base_host}",
|
|
port=int(self.lb_port),
|
|
)
|
|
metrics = run_eval_few_shot_gsm8k(args)
|
|
print(f"Evaluation metrics: {metrics}")
|
|
|
|
self.assertGreater(metrics["accuracy"], 0.60)
|
|
|
|
|
|
class TestDisaggregationMooncakeDecodeLargerTP(TestDisaggregationBase):
|
|
@classmethod
|
|
def setUpClass(cls):
|
|
super().setUpClass()
|
|
# Temporarily disable JIT DeepGEMM
|
|
cls.original_jit_deepgemm = os.environ.get("SGL_ENABLE_JIT_DEEPGEMM")
|
|
os.environ["SGL_ENABLE_JIT_DEEPGEMM"] = "false"
|
|
|
|
cls.model = DEFAULT_MODEL_NAME_FOR_TEST_MLA
|
|
|
|
# Non blocking start servers
|
|
cls.start_prefill()
|
|
cls.start_decode()
|
|
|
|
# Block until both
|
|
cls.wait_server_ready(cls.prefill_url + "/health")
|
|
cls.wait_server_ready(cls.decode_url + "/health")
|
|
|
|
cls.launch_lb()
|
|
|
|
@classmethod
|
|
def start_prefill(cls):
|
|
prefill_args = [
|
|
"--trust-remote-code",
|
|
"--disaggregation-mode",
|
|
"prefill",
|
|
"--tp",
|
|
"2",
|
|
]
|
|
prefill_args += cls.transfer_backend + cls.rdma_devices
|
|
cls.process_prefill = popen_launch_pd_server(
|
|
cls.model,
|
|
cls.prefill_url,
|
|
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
|
other_args=prefill_args,
|
|
)
|
|
|
|
@classmethod
|
|
def start_decode(cls):
|
|
decode_args = [
|
|
"--trust-remote-code",
|
|
"--disaggregation-mode",
|
|
"decode",
|
|
"--tp",
|
|
"4",
|
|
"--base-gpu-id",
|
|
"4",
|
|
]
|
|
decode_args += cls.transfer_backend + cls.rdma_devices
|
|
cls.process_decode = popen_launch_pd_server(
|
|
cls.model,
|
|
cls.decode_url,
|
|
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
|
other_args=decode_args,
|
|
)
|
|
|
|
def test_gsm8k(self):
|
|
args = SimpleNamespace(
|
|
num_shots=5,
|
|
data_path=None,
|
|
num_questions=200,
|
|
max_new_tokens=512,
|
|
parallel=128,
|
|
host=f"http://{self.base_host}",
|
|
port=int(self.lb_port),
|
|
)
|
|
metrics = run_eval_few_shot_gsm8k(args)
|
|
print(f"Evaluation metrics: {metrics}")
|
|
|
|
self.assertGreater(metrics["accuracy"], 0.60)
|
|
|
|
|
|
class TestDisaggregationMooncakeMHAPrefillLargerTP(TestDisaggregationBase):
|
|
@classmethod
|
|
def setUpClass(cls):
|
|
super().setUpClass()
|
|
# Temporarily disable JIT DeepGEMM
|
|
cls.original_jit_deepgemm = os.environ.get("SGL_ENABLE_JIT_DEEPGEMM")
|
|
os.environ["SGL_ENABLE_JIT_DEEPGEMM"] = "false"
|
|
|
|
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
|
|
|
|
# Non blocking start servers
|
|
cls.start_prefill()
|
|
cls.start_decode()
|
|
|
|
# Block until both
|
|
cls.wait_server_ready(cls.prefill_url + "/health")
|
|
cls.wait_server_ready(cls.decode_url + "/health")
|
|
|
|
cls.launch_lb()
|
|
|
|
@classmethod
|
|
def start_prefill(cls):
|
|
prefill_args = [
|
|
"--trust-remote-code",
|
|
"--disaggregation-mode",
|
|
"prefill",
|
|
"--tp",
|
|
"4",
|
|
]
|
|
prefill_args += cls.transfer_backend + cls.rdma_devices
|
|
cls.process_prefill = popen_launch_pd_server(
|
|
cls.model,
|
|
cls.prefill_url,
|
|
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
|
other_args=prefill_args,
|
|
)
|
|
|
|
@classmethod
|
|
def start_decode(cls):
|
|
decode_args = [
|
|
"--trust-remote-code",
|
|
"--disaggregation-mode",
|
|
"decode",
|
|
"--tp",
|
|
"2",
|
|
"--base-gpu-id",
|
|
"4",
|
|
]
|
|
decode_args += cls.transfer_backend + cls.rdma_devices
|
|
cls.process_decode = popen_launch_pd_server(
|
|
cls.model,
|
|
cls.decode_url,
|
|
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
|
other_args=decode_args,
|
|
)
|
|
|
|
def test_gsm8k(self):
|
|
args = SimpleNamespace(
|
|
num_shots=5,
|
|
data_path=None,
|
|
num_questions=200,
|
|
max_new_tokens=512,
|
|
parallel=128,
|
|
host=f"http://{self.base_host}",
|
|
port=int(self.lb_port),
|
|
)
|
|
metrics = run_eval_few_shot_gsm8k(args)
|
|
print(f"Evaluation metrics: {metrics}")
|
|
|
|
self.assertGreater(metrics["accuracy"], 0.60)
|
|
|
|
|
|
class TestDisaggregationMooncakeMHADecodeLargerTP(TestDisaggregationBase):
|
|
@classmethod
|
|
def setUpClass(cls):
|
|
super().setUpClass()
|
|
# Temporarily disable JIT DeepGEMM
|
|
cls.original_jit_deepgemm = os.environ.get("SGL_ENABLE_JIT_DEEPGEMM")
|
|
os.environ["SGL_ENABLE_JIT_DEEPGEMM"] = "false"
|
|
|
|
cls.model = DEFAULT_MODEL_NAME_FOR_TEST
|
|
|
|
# Non blocking start servers
|
|
cls.start_prefill()
|
|
cls.start_decode()
|
|
|
|
# Block until both
|
|
cls.wait_server_ready(cls.prefill_url + "/health")
|
|
cls.wait_server_ready(cls.decode_url + "/health")
|
|
|
|
cls.launch_lb()
|
|
|
|
@classmethod
|
|
def start_prefill(cls):
|
|
prefill_args = [
|
|
"--trust-remote-code",
|
|
"--disaggregation-mode",
|
|
"prefill",
|
|
"--tp",
|
|
"2",
|
|
]
|
|
prefill_args += cls.transfer_backend + cls.rdma_devices
|
|
cls.process_prefill = popen_launch_pd_server(
|
|
cls.model,
|
|
cls.prefill_url,
|
|
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
|
other_args=prefill_args,
|
|
)
|
|
|
|
@classmethod
|
|
def start_decode(cls):
|
|
decode_args = [
|
|
"--trust-remote-code",
|
|
"--disaggregation-mode",
|
|
"decode",
|
|
"--tp",
|
|
"4",
|
|
"--base-gpu-id",
|
|
"4",
|
|
]
|
|
decode_args += cls.transfer_backend + cls.rdma_devices
|
|
cls.process_decode = popen_launch_pd_server(
|
|
cls.model,
|
|
cls.decode_url,
|
|
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
|
other_args=decode_args,
|
|
)
|
|
|
|
def test_gsm8k(self):
|
|
args = SimpleNamespace(
|
|
num_shots=5,
|
|
data_path=None,
|
|
num_questions=200,
|
|
max_new_tokens=512,
|
|
parallel=128,
|
|
host=f"http://{self.base_host}",
|
|
port=int(self.lb_port),
|
|
)
|
|
metrics = run_eval_few_shot_gsm8k(args)
|
|
print(f"Evaluation metrics: {metrics}")
|
|
|
|
self.assertGreater(metrics["accuracy"], 0.60)
|
|
|
|
|
|
if __name__ == "__main__":
|
|
unittest.main()
|