115 lines
3.0 KiB
Python
115 lines
3.0 KiB
Python
import os
|
|
import unittest
|
|
from types import SimpleNamespace
|
|
|
|
from sglang.srt.utils import kill_process_tree
|
|
from sglang.test.run_eval import run_eval
|
|
from sglang.test.test_utils import (
|
|
DEFAULT_MODEL_NAME_FOR_TEST,
|
|
DEFAULT_SMALL_MODEL_NAME_FOR_TEST_QWEN,
|
|
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
|
DEFAULT_URL_FOR_TEST,
|
|
CustomTestCase,
|
|
popen_launch_server,
|
|
)
|
|
|
|
|
|
class TestFp8KvcacheBase(CustomTestCase):
|
|
model_config = None
|
|
|
|
@classmethod
|
|
def setUpClass(cls):
|
|
if cls.model_config is None:
|
|
raise NotImplementedError("model_config must be specified in subclass")
|
|
|
|
cls.model = cls.model_config["model_name"]
|
|
cls.base_url = DEFAULT_URL_FOR_TEST
|
|
dirpath = os.path.dirname(__file__)
|
|
config_file = os.path.join(dirpath, cls.model_config["config_filename"])
|
|
|
|
cls.process = popen_launch_server(
|
|
cls.model,
|
|
cls.base_url,
|
|
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
|
other_args=[
|
|
"--kv-cache-dtype",
|
|
"fp8_e4m3",
|
|
"--quantization-param-path",
|
|
config_file,
|
|
],
|
|
)
|
|
|
|
|
|
class TestFp8KvcacheLlama(TestFp8KvcacheBase):
|
|
model_config = {
|
|
"model_name": DEFAULT_MODEL_NAME_FOR_TEST,
|
|
"config_filename": "kv_cache_scales_llama3_8b.json",
|
|
}
|
|
|
|
@classmethod
|
|
def tearDownClass(cls):
|
|
kill_process_tree(cls.process.pid)
|
|
|
|
def test_mgsm_en(self):
|
|
args = SimpleNamespace(
|
|
base_url=self.base_url,
|
|
model=self.model,
|
|
eval_name="mgsm_en",
|
|
num_examples=None,
|
|
num_threads=1024,
|
|
)
|
|
|
|
metrics = run_eval(args)
|
|
self.assertGreater(metrics["score"], 0.80)
|
|
|
|
def test_mmlu(self):
|
|
args = SimpleNamespace(
|
|
base_url=self.base_url,
|
|
model=self.model,
|
|
eval_name="mmlu",
|
|
num_examples=64,
|
|
num_threads=32,
|
|
)
|
|
|
|
metrics = run_eval(args)
|
|
self.assertGreaterEqual(metrics["score"], 0.65)
|
|
|
|
|
|
class TestFp8KvcacheQwen(TestFp8KvcacheBase):
|
|
model_config = {
|
|
"model_name": DEFAULT_SMALL_MODEL_NAME_FOR_TEST_QWEN,
|
|
"config_filename": "kv_cache_scales_qwen2_1_5b.json",
|
|
}
|
|
|
|
@classmethod
|
|
def tearDownClass(cls):
|
|
kill_process_tree(cls.process.pid)
|
|
|
|
def test_mgsm_en(self):
|
|
args = SimpleNamespace(
|
|
base_url=self.base_url,
|
|
model=self.model,
|
|
eval_name="mgsm_en",
|
|
num_examples=None,
|
|
num_threads=1024,
|
|
)
|
|
|
|
metrics = run_eval(args)
|
|
self.assertGreater(metrics["score"], 0.01)
|
|
|
|
def test_mmlu(self):
|
|
args = SimpleNamespace(
|
|
base_url=self.base_url,
|
|
model=self.model,
|
|
eval_name="mmlu",
|
|
num_examples=64,
|
|
num_threads=32,
|
|
)
|
|
|
|
metrics = run_eval(args)
|
|
self.assertGreaterEqual(metrics["score"], 0.3)
|
|
|
|
|
|
if __name__ == "__main__":
|
|
unittest.main()
|