Amd test fp8 (#4261)

This commit is contained in:
HandH1998
2025-03-11 01:12:09 +08:00
committed by GitHub
parent 5a6400eec5
commit 2ac189edc8
6 changed files with 84 additions and 0 deletions

View File

@@ -69,6 +69,7 @@ suites = {
TestFile("test_vision_llm.py", 18.4),
TestFile("test_vision_openai_server.py", 344),
TestFile("test_w8a8_quantization.py", 46),
TestFile("test_eval_fp8_accuracy.py", 172),
],
"nightly": [
TestFile("test_nightly_gsm8k_eval.py"),

View File

@@ -0,0 +1,73 @@
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_FP8_MODEL_NAME_FOR_ACCURACY_TEST,
DEFAULT_FP8_MODEL_NAME_FOR_DYNAMIC_QUANT_ACCURACY_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
class TestEvalFP8Accuracy(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_FP8_MODEL_NAME_FOR_ACCURACY_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model, cls.base_url, timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH
)
@classmethod
def tearDownClass(cls):
kill_process_tree(cls.process.pid)
def test_mmlu(self):
args = SimpleNamespace(
base_url=self.base_url,
model=self.model,
eval_name="mmlu",
num_examples=64,
num_threads=32,
temperature=0.1,
)
metrics = run_eval(args)
self.assertGreaterEqual(metrics["score"], 0.62)
class TestEvalFP8DynamicQuantAccuracy(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_FP8_MODEL_NAME_FOR_DYNAMIC_QUANT_ACCURACY_TEST
cls.base_url = DEFAULT_URL_FOR_TEST
cls.process = popen_launch_server(
cls.model,
cls.base_url,
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=["--quantization", "w8a8_fp8"],
)
@classmethod
def tearDownClass(cls):
kill_process_tree(cls.process.pid)
def test_mmlu(self):
args = SimpleNamespace(
base_url=self.base_url,
model=self.model,
eval_name="mmlu",
num_examples=64,
num_threads=32,
temperature=0.1,
)
metrics = run_eval(args)
self.assertGreaterEqual(metrics["score"], 0.70)
if __name__ == "__main__":
unittest.main()