Enable Flashinfer TRTLLM-GEN-MoE FP8 blockwise kernel for Qwen3-Next on Blackwell (#12543)
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@@ -0,0 +1,65 @@
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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.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.test_utils import (
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DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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DEFAULT_URL_FOR_TEST,
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CustomTestCase,
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popen_launch_server,
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)
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class TestFlashinferTrtllmGenMoeBackend(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = "Qwen/Qwen3-Next-80B-A3B-Instruct-FP8"
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cls.base_url = DEFAULT_URL_FOR_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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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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env={**os.environ, "SGLANG_ENABLE_JIT_DEEPGEMM": "False"},
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other_args=[
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"--attention-backend",
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"triton",
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"--moe-runner-backend",
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"flashinfer_trtllm",
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"--cuda-graph-max-bs",
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"512",
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"--tp-size",
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"4",
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"--ep-size",
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"4",
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"--mem-fraction-static",
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"0.7",
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"--mamba-ssm-dtype",
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"bfloat16",
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"--quantization",
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"fp8",
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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"], 0.93)
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if __name__ == "__main__":
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unittest.main()
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@@ -217,6 +217,7 @@ suites = {
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TestFile("test_cpp_radix_cache.py", 60),
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],
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"nightly-4-gpu-b200": [
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TestFile("nightly/test_flashinfer_trtllm_gen_moe_backend.py", 300),
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TestFile("test_fp4_moe.py", 300),
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TestFile("nightly/test_gpt_oss_4gpu_perf.py", 600),
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TestFile("nightly/test_flashinfer_trtllm_gen_attn_backend.py", 300),
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