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sglang/python/sglang/test/ascend/gsm8k_ascend_mixin.py

69 lines
2.0 KiB
Python

import os
from abc import ABC
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,
popen_launch_server,
)
class GSM8KAscendMixin(ABC):
model = ""
accuracy = 0.00
other_args = [
"--trust-remote-code",
"--mem-fraction-static",
"0.8",
"--attention-backend",
"ascend",
"--disable-cuda-graph",
]
@classmethod
def setUpClass(cls):
cls.base_url = DEFAULT_URL_FOR_TEST
os.environ["PYTORCH_NPU_ALLOC_CONF"] = "expandable_segments:True"
os.environ["ASCEND_MF_STORE_URL"] = "tcp://127.0.0.1:24666"
os.environ["HCCL_BUFFSIZE"] = "200"
os.environ["SGLANG_DEEPEP_NUM_MAX_DISPATCH_TOKENS_PER_RANK"] = "24"
os.environ["USE_VLLM_CUSTOM_ALLREDUCE"] = "1"
os.environ["HCCL_EXEC_TIMEOUT"] = "200"
os.environ["STREAMS_PER_DEVICE"] = "32"
os.environ["SGLANG_ENBLE_TORCH_COMILE"] = "1"
os.environ["AUTO_USE_UC_MEMORY"] = "0"
os.environ["P2P_HCCL_BUFFSIZE"] = "20"
env = os.environ.copy()
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=cls.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(args)
self.assertGreater(
metrics["accuracy"],
self.accuracy,
f'Accuracy of {self.model} is {str(metrics["accuracy"])}, is lower than {self.accuracy}',
)