Add Speculative Decoding Eagle3 topk > 1 (#5318)
Co-authored-by: Stefan He <hebiaobuaa@gmail.com> Co-authored-by: Yubo Wang <yubowang2019@gmail.com>
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@@ -29,7 +29,7 @@ suites = {
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TestFile("test_chunked_prefill.py", 336),
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TestFile("test_eagle_infer.py", 500),
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TestFile("test_ebnf_constrained.py"),
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TestFile("test_fa3.py", 5),
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TestFile("test_fa3.py", 200),
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TestFile("test_fp8_kernel.py", 8),
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TestFile("test_embedding_openai_server.py", 36),
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TestFile("test_hidden_states.py", 55),
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@@ -173,6 +173,60 @@ class TestFlashAttention3SpeculativeDecode(BaseFlashAttentionTest):
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self.assertGreater(avg_spec_accept_length, 1.5)
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class TestFlashAttention3SpeculativeDecodeTopk(BaseFlashAttentionTest):
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"""Test FlashAttention3 with speculative decode enabled, topk > 1"""
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model = "meta-llama/Llama-3.1-8B-Instruct"
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@classmethod
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def get_server_args(cls):
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args = super().get_server_args()
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args.extend(
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[
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"--cuda-graph-max-bs",
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"2",
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"--speculative-algorithm",
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"EAGLE3",
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"--speculative-draft",
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"jamesliu1/sglang-EAGLE3-Llama-3.1-Instruct-8B",
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"--speculative-num-steps",
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"5",
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"--speculative-eagle-topk",
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"4",
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"--speculative-num-draft-tokens",
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"8",
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"--dtype",
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"float16",
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]
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)
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return args
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def test_gsm8k(self):
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"""
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Override the test_gsm8k to further test for average speculative accept length.
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"""
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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=DATA_PATH,
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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(metrics)
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self.assertGreater(metrics["accuracy"], 0.60)
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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()["avg_spec_accept_length"]
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print(f"{avg_spec_accept_length=}")
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self.assertGreater(avg_spec_accept_length, 1.8)
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class TestFlashAttention3MLASpeculativeDecode(BaseFlashAttentionTest):
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"""Test FlashAttention3 with speculative decode enabled."""
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