Files
sglang/test/srt/test_skip_tokenizer_init.py
2024-11-09 15:43:20 -08:00

93 lines
2.8 KiB
Python

"""
python3 -m unittest test_skip_tokenizer_init.TestSkipTokenizerInit.test_parallel_sample
"""
import json
import unittest
import requests
from sglang.srt.utils import kill_child_process
from sglang.test.test_utils import (
DEFAULT_SMALL_MODEL_NAME_FOR_TEST,
DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
DEFAULT_URL_FOR_TEST,
popen_launch_server,
)
class TestSkipTokenizerInit(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.model = DEFAULT_SMALL_MODEL_NAME_FOR_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=["--skip-tokenizer-init"],
)
@classmethod
def tearDownClass(cls):
kill_child_process(cls.process.pid, include_self=True)
def run_decode(self, return_logprob=False, top_logprobs_num=0, n=1):
max_new_tokens = 32
input_ids = [128000, 791, 6864, 315, 9822, 374] # The capital of France is
response = requests.post(
self.base_url + "/generate",
json={
"input_ids": input_ids,
"sampling_params": {
"temperature": 0 if n == 1 else 0.5,
"max_new_tokens": max_new_tokens,
"n": n,
"stop_token_ids": [119690],
},
"stream": False,
"return_logprob": return_logprob,
"top_logprobs_num": top_logprobs_num,
"logprob_start_len": 0,
},
)
ret = response.json()
print(json.dumps(ret))
def assert_one_item(item):
assert len(item["token_ids"]) == item["meta_info"]["completion_tokens"]
assert len(item["token_ids"]) == max_new_tokens
assert item["meta_info"]["prompt_tokens"] == len(input_ids)
if return_logprob:
assert len(item["meta_info"]["input_token_logprobs"]) == len(
input_ids
), f'{len(item["meta_info"]["input_token_logprobs"])} vs. f{len(input_ids)}'
assert len(item["meta_info"]["output_token_logprobs"]) == max_new_tokens
if n == 1:
assert_one_item(ret)
else:
assert len(ret) == n
for i in range(n):
assert_one_item(ret[i])
print("=" * 100)
def test_simple_decode(self):
self.run_decode()
def test_parallel_sample(self):
self.run_decode(n=3)
def test_logprob(self):
for top_logprobs_num in [0, 3]:
self.run_decode(
return_logprob=True,
top_logprobs_num=top_logprobs_num,
)
if __name__ == "__main__":
unittest.main()