144 lines
4.0 KiB
Python
144 lines
4.0 KiB
Python
"""
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Usage:
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python3 -m unittest test_pp_single_node.TestPPAccuracy.test_gsm8k
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python3 -m unittest test_pp_single_node.TestFixedBugs.test_chunked_prefill_with_small_bs
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"""
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import os
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import time
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import unittest
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from types import SimpleNamespace
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import requests
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from sglang.bench_one_batch_server import BenchArgs as OneBatchBenchArgs
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from sglang.srt.server_args import ServerArgs
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from sglang.srt.utils import kill_process_tree
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from sglang.test.few_shot_gsm8k import run_eval
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from sglang.test.runners import DEFAULT_PROMPTS
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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DEFAULT_URL_FOR_TEST,
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popen_launch_server,
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run_bench_one_batch_server,
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)
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class TestPPAccuracy(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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# These config helps find a leak.
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os.environ["SGLANG_IS_IN_CI"] = "1"
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cls.base_url = "http://127.0.0.1:23333"
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cls.process = popen_launch_server(
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DEFAULT_MODEL_NAME_FOR_TEST,
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cls.base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--pp-size",
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4,
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"--disable-overlap-schedule",
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"--chunked-prefill-size",
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256,
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],
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)
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@classmethod
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def tearDownClass(cls):
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kill_process_tree(cls.process.pid)
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def test_gsm8k(self):
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args = SimpleNamespace(
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num_shots=5,
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data_path=None,
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num_questions=200,
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max_new_tokens=512,
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parallel=128,
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host="http://127.0.0.1",
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port=int(self.base_url.split(":")[-1]),
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)
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metrics = run_eval(args)
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print(f"{metrics=}")
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self.assertGreater(metrics["accuracy"], 0.74)
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# Wait a little bit so that the memory check happens.
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time.sleep(5)
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# class TestPPAccuracyFlashInfer(unittest.TestCase):
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# @classmethod
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# def setUpClass(cls):
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# # These config helps find a leak.
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# os.environ["SGLANG_IS_IN_CI"] = "1"
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# cls.base_url = "http://127.0.0.1:23333"
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# cls.process = popen_launch_server(
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# DEFAULT_MODEL_NAME_FOR_TEST,
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# cls.base_url,
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# timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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# other_args=[
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# "--pp-size",
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# 4,
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# "--disable-overlap-schedule",
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# "--attention-backend",
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# "flashinfer",
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# "--chunked-prefill-size",
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# 256,
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# ],
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# )
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#
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# @classmethod
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# def tearDownClass(cls):
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# kill_process_tree(cls.process.pid)
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#
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# def test_gsm8k(self):
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# args = SimpleNamespace(
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# num_shots=5,
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# data_path=None,
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# num_questions=200,
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# max_new_tokens=512,
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# parallel=128,
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# host="http://127.0.0.1",
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# port=int(self.base_url.split(":")[-1]),
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# )
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# metrics = run_eval(args)
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# print(f"{metrics=}")
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#
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# self.assertGreater(metrics["accuracy"], 0.75)
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# # Wait a little bit so that the memory check happens.
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# time.sleep(5)
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class TestFixedBugs(unittest.TestCase):
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def test_chunked_prefill_with_small_bs(self):
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model = DEFAULT_MODEL_NAME_FOR_TEST
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server_args = ServerArgs(model_path=model)
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bench_args = OneBatchBenchArgs(
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batch_size=(1,),
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input_len=(1,),
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output_len=(1,),
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base_url=DEFAULT_URL_FOR_TEST,
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)
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other_server_args = [
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"--tp-size",
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2,
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"--pp-size",
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2,
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"--disable-overlap-schedule",
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"--chunked-prefill",
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256,
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"--max-running-requests",
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2,
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]
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run_bench_one_batch_server(
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model,
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DEFAULT_URL_FOR_TEST,
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server_args,
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bench_args,
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other_server_args,
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)
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if __name__ == "__main__":
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unittest.main()
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