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sglang/test/registered/disaggregation/test_disaggregation_hisparse.py
T

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4.6 KiB
Python

import unittest
from sglang.test.ci.ci_register import register_cuda_ci
from sglang.test.kits.eval_accuracy_kit import GSM8KMixin
from sglang.test.server_fixtures.disaggregation_fixture import (
PDDisaggregationServerBase,
)
from sglang.test.test_utils import (
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
is_in_ci,
popen_launch_pd_server,
try_cached_model,
)
register_cuda_ci(est_time=1000, stage="extra-b", runner_config="8-gpu-h200")
DSV4_FLASH_MODEL = "sgl-project/DeepSeek-V4-Flash-FP8"
DSV4_FLASH_LOADER_CONFIG = '{"enable_multithread_load": true, "num_threads": 64}'
DSV4_HISPARSE_CONFIG = (
'{"top_k":512,"device_buffer_size":4096,"host_to_device_ratio":2}'
)
DSV4_FLASH_ENV = {
"SGLANG_DSV4_FP4_EXPERTS": "0",
"SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK": "256",
}
DSV4_NIXL_SERVER_LAUNCH_TIMEOUT = 1800
def _has_nixl():
try:
import nixl._api # noqa: F401
except Exception:
return False
return True
class TestDisaggregationDSV4HiSparseBase(PDDisaggregationServerBase, GSM8KMixin):
gsm8k_accuracy_thres = 0.93
gsm8k_num_questions = 200
gsm8k_num_shots = 20
@classmethod
def setUpClass(cls):
super().setUpClass()
cls.model = try_cached_model(DSV4_FLASH_MODEL)
cls.start_prefill()
cls.start_decode()
cls.wait_server_ready(cls.prefill_url + "/health", process=cls.process_prefill)
cls.wait_server_ready(cls.decode_url + "/health", process=cls.process_decode)
cls.launch_lb()
@classmethod
def start_prefill(cls):
prefill_args = [
"--trust-remote-code",
"--disaggregation-mode",
"prefill",
"--disaggregation-bootstrap-port",
cls.bootstrap_port,
"--tp",
4,
"--page-size",
256,
"--chunked-prefill-size",
8192,
"--max-running-requests",
16,
"--mem-fraction-static",
0.9,
"--skip-server-warmup",
"--reasoning-parser",
"deepseek-v4",
"--tool-call-parser",
"deepseekv4",
"--model-loader-extra-config",
DSV4_FLASH_LOADER_CONFIG,
"--watchdog-timeout",
"900",
]
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,
env=DSV4_FLASH_ENV,
)
@classmethod
def start_decode(cls):
decode_args = [
"--trust-remote-code",
"--disaggregation-mode",
"decode",
"--disaggregation-bootstrap-port",
cls.bootstrap_port,
"--tp",
4,
"--base-gpu-id",
4,
"--page-size",
256,
"--chunked-prefill-size",
8192,
"--max-running-requests",
16,
"--mem-fraction-static",
0.9,
"--skip-server-warmup",
"--reasoning-parser",
"deepseek-v4",
"--tool-call-parser",
"deepseekv4",
"--model-loader-extra-config",
DSV4_FLASH_LOADER_CONFIG,
"--enable-hisparse",
"--hisparse-config",
DSV4_HISPARSE_CONFIG,
"--watchdog-timeout",
"900",
]
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,
env=DSV4_FLASH_ENV,
)
@unittest.skipIf(is_in_ci(), "Flaky in CI — skip until stabilized.")
class TestDisaggregationDSV4HiSparseNixl(TestDisaggregationDSV4HiSparseBase):
@classmethod
def setUpClass(cls):
PDDisaggregationServerBase.setUpClass.__func__(cls)
cls.transfer_backend = ["--disaggregation-transfer-backend", "nixl"]
cls.model = try_cached_model(DSV4_FLASH_MODEL)
cls.start_prefill()
cls.start_decode()
cls.wait_server_ready(
cls.prefill_url + "/health",
timeout=DSV4_NIXL_SERVER_LAUNCH_TIMEOUT,
process=cls.process_prefill,
)
cls.wait_server_ready(
cls.decode_url + "/health",
timeout=DSV4_NIXL_SERVER_LAUNCH_TIMEOUT,
process=cls.process_decode,
)
cls.launch_lb()
if __name__ == "__main__":
unittest.main()