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"""DSA model + MTP (EAGLE) speculative-decoding server fixture.
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Variants combine `DsaMtpServerBase` (server lifecycle) with
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`DsaMtpEvalConfigDefaults` (shared eval thresholds/params),
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`GSM8KMixin` and `SpecDecodingMixin`, then set `model` and per-variant
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overrides (`enable_dp_attention`, `mem_fraction_static`, `bs_1_speed_thres`).
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Example:
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class TestDsv32DP(
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DsaMtpServerBase,
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DsaMtpEvalConfigDefaults,
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GSM8KMixin,
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SpecDecodingMixin,
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):
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model = "deepseek-ai/DeepSeek-V3.2"
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enable_dp_attention = True
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bs_1_speed_thres = 90
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The base itself is NOT a runnable test (no `test_*` methods until a subclass
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mixes in the kits), so unittest discovery picks it up as empty.
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"""
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from sglang.srt.utils import kill_process_tree
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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 DsaMtpEvalConfigDefaults:
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"""Eval thresholds & params shared across DSA-MTP regression variants."""
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# GSM8KMixin defaults.
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gsm8k_accuracy_thres = 0.935
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gsm8k_accept_length_thres = 3.7
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gsm8k_num_questions = 500
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gsm8k_num_threads = 500
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gsm8k_num_shots = 20
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# SpecDecodingMixin default; per-variant subclasses set `bs_1_speed_thres`.
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accept_length_thres = 4.0
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class DsaMtpServerBase(CustomTestCase):
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base_url = DEFAULT_URL_FOR_TEST
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# Subclasses must set `model`; the others have sensible defaults.
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model: str = ""
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tp_size: int = 8
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dp_size: int = 8
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mem_fraction_static: float = 0.7
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enable_dp_attention: bool = False
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extra_server_args = ()
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# EAGLE MTP config (fixed across DSA-MTP variants).
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speculative_algorithm: str = "EAGLE"
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speculative_num_steps: int = 5
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speculative_eagle_topk: int = 1
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speculative_num_draft_tokens: int = 6
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@classmethod
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def get_server_args(cls):
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assert cls.model, f"{cls.__name__} must set `model`"
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args = ["--trust-remote-code", "--tp", str(cls.tp_size)]
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if cls.enable_dp_attention:
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args += ["--dp", str(cls.dp_size), "--enable-dp-attention"]
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args += [
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"--speculative-algorithm",
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cls.speculative_algorithm,
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"--speculative-num-steps",
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str(cls.speculative_num_steps),
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"--speculative-eagle-topk",
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str(cls.speculative_eagle_topk),
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"--speculative-num-draft-tokens",
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str(cls.speculative_num_draft_tokens),
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"--mem-frac",
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str(cls.mem_fraction_static),
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"--model-loader-extra-config",
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'{"enable_multithread_load": true, "num_threads": 64}',
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]
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args += list(cls.extra_server_args)
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return args
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@classmethod
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def setUpClass(cls):
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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=cls.get_server_args(),
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)
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@classmethod
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def tearDownClass(cls):
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if hasattr(cls, "process") and cls.process:
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kill_process_tree(cls.process.pid)
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