sglang.0.4.8.post1/sglang/test/srt/models/test_llama4_models.py

75 lines
2.3 KiB
Python

import random
import unittest
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,
CustomTestCase,
popen_launch_server,
)
MODELS = [
SimpleNamespace(
model="meta-llama/Llama-4-Scout-17B-16E-Instruct",
accuracy=0.9,
tp_size=4,
),
]
class TestLlama4(CustomTestCase):
@classmethod
def setUpClass(cls):
cls.base_url = DEFAULT_URL_FOR_TEST
def test_gsm8k(self):
for model in MODELS:
try:
process = popen_launch_server(
model.model,
self.base_url,
timeout=3 * DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
other_args=[
"--chat-template",
"llama-4",
"--tp-size",
str(model.tp_size),
"--mem-fraction-static",
"0.8",
"--context-length",
"8192",
],
)
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)
print(f"{metrics=}")
self.assertGreaterEqual(metrics["accuracy"], model.accuracy)
except Exception as e:
print(f"Error testing {model.model}: {e}")
self.fail(f"Test failed for {model.model}: {e}")
finally:
# Ensure process cleanup happens regardless of success/failure
if process is not None and process.poll() is None:
print(f"Cleaning up process {process.pid}")
try:
kill_process_tree(process.pid)
except Exception as e:
print(f"Error killing process: {e}")
if __name__ == "__main__":
unittest.main()