ci: add moe test (#1053)
This commit is contained in:
@@ -5,20 +5,19 @@ from sglang.srt.utils import kill_child_process
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from sglang.test.run_eval import run_eval
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_URL_FOR_TEST,
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DEFAULT_URL_FOR_UNIT_TEST,
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popen_launch_server,
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)
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class TestChunkedPrefill(unittest.TestCase):
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def run_mmlu(self, disable_radix_cache):
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other_args = ["--chunked-prefill-size", "32"]
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if disable_radix_cache:
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other_args += ["--disable-radix-cache"]
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model = DEFAULT_MODEL_NAME_FOR_TEST
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base_url = DEFAULT_URL_FOR_TEST
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base_url = DEFAULT_URL_FOR_UNIT_TEST
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process = popen_launch_server(
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model,
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base_url,
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@@ -4,15 +4,14 @@ import openai
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from sglang.srt.hf_transformers_utils import get_tokenizer
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from sglang.srt.utils import kill_child_process
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from sglang.test.test_utils import DEFAULT_URL_FOR_TEST, popen_launch_server
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from sglang.test.test_utils import DEFAULT_URL_FOR_UNIT_TEST, popen_launch_server
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class TestOpenAIServer(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = "intfloat/e5-mistral-7b-instruct"
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
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cls.api_key = "sk-123456"
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cls.process = popen_launch_server(
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cls.model, cls.base_url, timeout=300, api_key=cls.api_key
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@@ -5,17 +5,17 @@ from sglang.srt.utils import kill_child_process
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from sglang.test.run_eval import run_eval
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_URL_FOR_TEST,
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DEFAULT_URL_FOR_ACCURACY_TEST,
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DEFAULT_URL_FOR_UNIT_TEST,
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popen_launch_server,
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)
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class TestEvalAccuracyLarge(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST
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cls.base_url = "http://127.0.0.1:7157"
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cls.base_url = DEFAULT_URL_FOR_ACCURACY_TEST
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cls.process = popen_launch_server(
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cls.model,
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cls.base_url,
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@@ -49,7 +49,7 @@ class TestEvalAccuracyLarge(unittest.TestCase):
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)
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metrics = run_eval(args)
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assert metrics["score"] >= 0.65, f"{metrics}"
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assert metrics["score"] >= 0.64, f"{metrics}"
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def test_mgsm_en(self):
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args = SimpleNamespace(
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@@ -61,7 +61,7 @@ class TestEvalAccuracyLarge(unittest.TestCase):
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)
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metrics = run_eval(args)
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assert metrics["score"] >= 0.85, f"{metrics}"
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assert metrics["score"] >= 0.84, f"{metrics}"
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if __name__ == "__main__":
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@@ -5,17 +5,17 @@ from sglang.srt.utils import kill_child_process
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from sglang.test.run_eval import run_eval
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_URL_FOR_TEST,
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DEFAULT_URL_FOR_ACCURACY_TEST,
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DEFAULT_URL_FOR_UNIT_TEST,
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popen_launch_server,
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)
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class TestEvalAccuracyLargeChunkedPrefill(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST
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cls.base_url = "http://127.0.0.1:7157"
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cls.base_url = DEFAULT_URL_FOR_ACCURACY_TEST
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cls.process = popen_launch_server(
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cls.model,
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cls.base_url,
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@@ -49,7 +49,7 @@ class TestEvalAccuracyLargeChunkedPrefill(unittest.TestCase):
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)
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metrics = run_eval(args)
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assert metrics["score"] >= 0.65, f"{metrics}"
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assert metrics["score"] >= 0.64, f"{metrics}"
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def test_mgsm_en(self):
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args = SimpleNamespace(
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@@ -61,7 +61,7 @@ class TestEvalAccuracyLargeChunkedPrefill(unittest.TestCase):
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)
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metrics = run_eval(args)
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assert metrics["score"] >= 0.85, f"{metrics}"
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assert metrics["score"] >= 0.84, f"{metrics}"
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if __name__ == "__main__":
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@@ -5,17 +5,16 @@ from sglang.srt.utils import kill_child_process
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from sglang.test.run_eval import run_eval
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_URL_FOR_TEST,
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DEFAULT_URL_FOR_UNIT_TEST,
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popen_launch_server,
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)
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class TestEvalAccuracyMini(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
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cls.process = popen_launch_server(cls.model, cls.base_url, timeout=300)
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@classmethod
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@@ -10,17 +10,16 @@ from sglang.srt.hf_transformers_utils import get_tokenizer
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from sglang.srt.utils import kill_child_process
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_URL_FOR_TEST,
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DEFAULT_URL_FOR_UNIT_TEST,
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popen_launch_server,
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)
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class TestOpenAIServer(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
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cls.api_key = "sk-123456"
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cls.process = popen_launch_server(
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cls.model,
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112
test/srt/test_moe_serving_throughput.py
Normal file
112
test/srt/test_moe_serving_throughput.py
Normal file
@@ -0,0 +1,112 @@
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import os
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import unittest
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from types import SimpleNamespace
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from sglang.bench_serving import run_benchmark
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from sglang.srt.server_args import ServerArgs
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from sglang.srt.utils import kill_child_process
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from sglang.test.test_utils import (
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DEFAULT_MOE_MODEL_NAME_FOR_TEST,
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DEFAULT_URL_FOR_MOE_TEST,
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popen_launch_server,
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)
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class TestServingThroughput(unittest.TestCase):
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def run_test(self, disable_radix_cache, disable_flashinfer, chunked_prefill_size):
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# Launch the server
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other_args = []
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if disable_radix_cache:
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other_args.append("--disable-radix-cache")
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if disable_flashinfer:
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other_args.append("--disable-flashinfer")
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other_args.extend(["--chunked-prefill-size", str(chunked_prefill_size)])
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other_args.extend(["--tensor-parallel-size", "2"])
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other_args.append("--enable-p2p-check")
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model = DEFAULT_MOE_MODEL_NAME_FOR_TEST
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base_url = DEFAULT_URL_FOR_MOE_TEST
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process = popen_launch_server(
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model, base_url, timeout=300, other_args=other_args
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)
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# Run benchmark
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num_prompts = 400
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args = SimpleNamespace(
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backend="sglang",
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base_url=base_url,
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host=None,
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port=None,
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dataset_name="random",
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dataset_path="",
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model=None,
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tokenizer=None,
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num_prompts=num_prompts,
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sharegpt_output_len=None,
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random_input_len=4096,
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random_output_len=2048,
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random_range_ratio=0.0,
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request_rate=float("inf"),
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multi=None,
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seed=0,
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output_file=None,
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disable_tqdm=False,
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disable_stream=False,
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disable_ignore_eos=False,
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extra_request_body=None,
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)
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try:
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res = run_benchmark(args)
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finally:
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kill_child_process(process.pid)
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assert res["completed"] == num_prompts
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return res
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def test_default(self):
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res = self.run_test(
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disable_radix_cache=ServerArgs.disable_radix_cache,
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disable_flashinfer=ServerArgs.disable_flashinfer,
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chunked_prefill_size=ServerArgs.chunked_prefill_size,
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)
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if os.getenv("SGLANG_IS_IN_CI", "false") == "true":
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# A100 (PCIE) performance
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assert res["output_throughput"] > 950
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def test_default_without_radix_cache(self):
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res = self.run_test(
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disable_radix_cache=True,
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disable_flashinfer=ServerArgs.disable_flashinfer,
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chunked_prefill_size=ServerArgs.chunked_prefill_size,
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)
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if os.getenv("SGLANG_IS_IN_CI", "false") == "true":
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# A100 (PCIE) performance
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assert res["output_throughput"] > 950
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def test_default_with_chunked_prefill(self):
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res = self.run_test(
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disable_radix_cache=ServerArgs.disable_radix_cache,
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disable_flashinfer=ServerArgs.disable_flashinfer,
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chunked_prefill_size=8192,
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)
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if os.getenv("SGLANG_IS_IN_CI", "false") == "true":
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# A100 (PCIE) performance
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print(res["output_throughput"])
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def test_all_cases(self):
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for disable_radix_cache in [False, True]:
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for disable_flashinfer in [False, True]:
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for chunked_prefill_size in [-1, 2048]:
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self.run_test(
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disable_radix_cache=False,
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disable_flashinfer=False,
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chunked_prefill_size=-1,
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)
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if __name__ == "__main__":
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unittest.main()
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@@ -8,17 +8,16 @@ from sglang.srt.hf_transformers_utils import get_tokenizer
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from sglang.srt.utils import kill_child_process
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_URL_FOR_TEST,
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DEFAULT_URL_FOR_UNIT_TEST,
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popen_launch_server,
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)
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class TestOpenAIServer(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
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cls.api_key = "sk-123456"
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cls.process = popen_launch_server(
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cls.model, cls.base_url, timeout=300, api_key=cls.api_key
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@@ -5,11 +5,14 @@ from types import SimpleNamespace
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from sglang.bench_serving import run_benchmark
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from sglang.srt.server_args import ServerArgs
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from sglang.srt.utils import kill_child_process
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from sglang.test.test_utils import DEFAULT_MODEL_NAME_FOR_TEST, popen_launch_server
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_URL_FOR_E2E_TEST,
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popen_launch_server,
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)
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class TestServingThroughput(unittest.TestCase):
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def run_test(self, disable_radix_cache, disable_flashinfer, chunked_prefill_size):
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# Launch the server
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other_args = []
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@@ -20,7 +23,7 @@ class TestServingThroughput(unittest.TestCase):
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other_args.extend(["--chunked-prefill-size", str(chunked_prefill_size)])
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model = DEFAULT_MODEL_NAME_FOR_TEST
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base_url = "http://127.0.0.1:9157"
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base_url = DEFAULT_URL_FOR_E2E_TEST
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process = popen_launch_server(
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model, base_url, timeout=300, other_args=other_args
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)
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@@ -6,17 +6,16 @@ import requests
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from sglang.srt.utils import kill_child_process
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_URL_FOR_TEST,
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DEFAULT_URL_FOR_UNIT_TEST,
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popen_launch_server,
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)
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class TestSkipTokenizerInit(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
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cls.process = popen_launch_server(
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cls.model, cls.base_url, timeout=300, other_args=["--skip-tokenizer-init"]
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)
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@@ -6,17 +6,16 @@ import requests
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from sglang.srt.utils import kill_child_process
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_URL_FOR_TEST,
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DEFAULT_URL_FOR_UNIT_TEST,
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popen_launch_server,
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)
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class TestSRTEndpoint(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
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cls.process = popen_launch_server(cls.model, cls.base_url, timeout=300)
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@classmethod
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@@ -5,17 +5,16 @@ from sglang.srt.utils import kill_child_process
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from sglang.test.run_eval import run_eval
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_URL_FOR_TEST,
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DEFAULT_URL_FOR_UNIT_TEST,
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popen_launch_server,
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)
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class TestTorchCompile(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
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cls.process = popen_launch_server(
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cls.model, cls.base_url, timeout=300, other_args=["--enable-torch-compile"]
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)
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@@ -5,17 +5,16 @@ from sglang.srt.utils import kill_child_process
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from sglang.test.run_eval import run_eval
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from sglang.test.test_utils import (
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_URL_FOR_TEST,
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DEFAULT_URL_FOR_UNIT_TEST,
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popen_launch_server,
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)
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class TestTritonAttnBackend(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = DEFAULT_MODEL_NAME_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
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cls.process = popen_launch_server(
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cls.model, cls.base_url, timeout=300, other_args=["--disable-flashinfer"]
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)
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@@ -5,15 +5,14 @@ import openai
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from sglang.srt.hf_transformers_utils import get_tokenizer
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from sglang.srt.utils import kill_child_process
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from sglang.test.test_utils import DEFAULT_URL_FOR_TEST, popen_launch_server
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from sglang.test.test_utils import DEFAULT_URL_FOR_UNIT_TEST, popen_launch_server
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class TestOpenAIVisionServer(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = "liuhaotian/llava-v1.6-vicuna-7b"
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.base_url = DEFAULT_URL_FOR_UNIT_TEST
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cls.api_key = "sk-123456"
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cls.process = popen_launch_server(
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cls.model,
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