[Feature] Spec-Overlap supporting DP-ATTN; PD-Disaggregation; npugraph mode (#12443)
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@@ -43,6 +43,9 @@ class TestAscendDeepSeekMTP(CustomTestCase):
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32768,
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"--tp-size",
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16,
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"--dp-size",
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2,
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"--enable-dp-attention",
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"--speculative-algorithm",
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"NEXTN",
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"--speculative-num-steps",
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@@ -55,6 +58,8 @@ class TestAscendDeepSeekMTP(CustomTestCase):
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cls.extra_envs = {
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"SGLANG_NPU_USE_MLAPO": "1",
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"SGLANG_ENABLE_SPEC_V2": "1",
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"SGLANG_ENABLE_OVERLAP_PLAN_STREAM": "1",
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}
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os.environ.update(cls.extra_envs)
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@@ -91,26 +96,6 @@ class TestAscendDeepSeekMTP(CustomTestCase):
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finally:
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kill_process_tree(process.pid)
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def test_b_throughput(self):
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for model in self.models:
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with self.subTest(model=model):
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print(f"##=== Testing throughput: {model} ===##")
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output_throughput = run_bench_offline_throughput(
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model,
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[
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*self.common_args,
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],
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)
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print(f"##=== {model} throughput: {output_throughput} ===##")
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if is_in_ci():
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self.assertGreater(
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output_throughput,
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TEST_MODEL_MATRIX[model]["output_throughput"],
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)
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if __name__ == "__main__":
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unittest.main()
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@@ -181,6 +181,7 @@ suites = {
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TestFile("test_flash_attention_4.py", 300),
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TestFile("test_gpt_oss_4gpu.py", 600),
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TestFile("test_llama31_fp4.py", 300),
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TestFile("test_eagle_infer_beta_dp_attention.py", 200),
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],
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"per-commit-4-gpu-gb200": [
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TestFile("test_cutedsl_moe.py", 300),
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@@ -0,0 +1,97 @@
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import os
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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.srt.utils import kill_process_tree
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from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
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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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is_in_ci,
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popen_launch_server,
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write_github_step_summary,
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)
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FULL_DEEPSEEK_V3_FP4_MODEL_PATH = "nvidia/DeepSeek-V3-0324-FP4"
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class TestEagleDPAttnServerBase(CustomTestCase):
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@classmethod
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def setUpClass(cls):
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os.environ["SGLANG_ENABLE_SPEC_V2"] = "1"
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cls.model = FULL_DEEPSEEK_V3_FP4_MODEL_PATH
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cls.base_url = DEFAULT_URL_FOR_TEST
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other_args = [
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"--tp-size",
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"4",
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"--dp-size",
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"4",
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"--enable-dp-attention",
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"--attention-backend",
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"trtllm_mla",
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"--moe-runner-backend",
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"flashinfer_trtllm",
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"--quantization",
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"modelopt_fp4",
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"--speculative-algorithm",
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"EAGLE",
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"--speculative-num-steps",
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"3",
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"--speculative-eagle-topk",
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"1",
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"--speculative-num-draft-tokens",
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"4",
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"--kv-cache-dtype",
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"fp8_e4m3",
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]
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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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other_args=other_args,
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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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if "SGLANG_ENABLE_SPEC_V2" in os.environ:
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del os.environ["SGLANG_ENABLE_SPEC_V2"]
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def test_a_gsm8k(
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self,
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): # Append an "a" to make this test run first (alphabetically) to warm up the server
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requests.get(self.base_url + "/flush_cache")
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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_few_shot_gsm8k(args)
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print(f"{metrics=}")
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server_info = requests.get(self.base_url + "/get_server_info")
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avg_spec_accept_length = server_info.json()["internal_states"][0][
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"avg_spec_accept_length"
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]
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print(f"{avg_spec_accept_length=}")
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if is_in_ci():
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write_github_step_summary(
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f"### test_gsm8k (deepseek-v3-fp4 mtp)\n"
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f'{metrics["accuracy"]=:.3f}\n'
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f"{avg_spec_accept_length=:.2f}\n"
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)
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self.assertGreater(metrics["accuracy"], 0.94)
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self.assertGreater(avg_spec_accept_length, 2.04)
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if __name__ == "__main__":
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unittest.main()
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