136 lines
3.9 KiB
Python
136 lines
3.9 KiB
Python
"""
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Usage:
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python3 -m unittest test_intel_amx_attention_backend.TestIntelAMXAttnBackend.test_mmlu
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"""
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import unittest
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from functools import wraps
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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.run_eval import run_eval
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from sglang.test.test_utils import (
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DEFAULT_MLA_MODEL_NAME_FOR_TEST,
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DEFAULT_MODEL_NAME_FOR_TEST,
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DEFAULT_MODEL_NAME_FOR_TEST_FP8_WITH_MOE,
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DEFAULT_MODEL_NAME_FOR_TEST_QWEN_FP8,
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DEFAULT_MODEL_NAME_FOR_TEST_W8A8,
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DEFAULT_MODEL_NAME_FOR_TEST_W8A8_WITH_MOE,
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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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run_bench_one_batch,
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)
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def intel_amx_benchmark(extra_args=None, min_throughput=None):
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def decorator(test_func):
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@wraps(test_func)
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def wrapper(self):
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common_args = [
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"--attention-backend",
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"intel_amx",
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"--disable-radix",
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"--trust-remote-code",
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]
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full_args = common_args + (extra_args or [])
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model = test_func(self)
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prefill_latency, decode_throughput, decode_latency = run_bench_one_batch(
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model, full_args
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)
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print(f"{model=}")
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print(f"{prefill_latency=}")
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print(f"{decode_throughput=}")
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print(f"{decode_latency=}")
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if is_in_ci() and min_throughput is not None:
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self.assertGreater(decode_throughput, min_throughput)
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return wrapper
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return decorator
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class TestIntelAMXAttnBackend(CustomTestCase):
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@intel_amx_benchmark(extra_args=["--batch-size", "4"], min_throughput=10)
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def test_latency_mla_model(self):
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return DEFAULT_MLA_MODEL_NAME_FOR_TEST
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@intel_amx_benchmark(extra_args=["--batch-size", "4"], min_throughput=40)
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def test_latency_default_model(self):
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return DEFAULT_MODEL_NAME_FOR_TEST
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@intel_amx_benchmark(extra_args=["--batch-size", "4"], min_throughput=150)
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def test_latency_fp8_qwen(self):
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return DEFAULT_MODEL_NAME_FOR_TEST_QWEN_FP8
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@intel_amx_benchmark(extra_args=["--batch-size", "4"], min_throughput=50)
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def test_latency_fp8_moe_model(self):
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return DEFAULT_MODEL_NAME_FOR_TEST_FP8_WITH_MOE
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@intel_amx_benchmark(
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extra_args=["--batch-size", "4", "--quantization", "w8a8_int8"],
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min_throughput=100,
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)
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def test_latency_w8a8_default_model(self):
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return DEFAULT_MODEL_NAME_FOR_TEST_W8A8
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@intel_amx_benchmark(
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extra_args=[
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"--batch-size",
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"4",
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"--quantization",
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"w8a8_int8",
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"--mem-fraction-static",
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"0.9",
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"--max-total-tokens",
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"65536",
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"--tp",
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"6",
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],
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min_throughput=100,
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)
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def test_latency_w8a8_moe_model(self):
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return DEFAULT_MODEL_NAME_FOR_TEST_W8A8_WITH_MOE
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def test_mmlu(self):
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model = DEFAULT_MLA_MODEL_NAME_FOR_TEST
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base_url = DEFAULT_URL_FOR_TEST
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process = popen_launch_server(
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model,
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base_url,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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"--attention-backend",
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"intel_amx",
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"--mem-fraction-static",
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"0.3",
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"--disable-radix",
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"--trust-remote-code",
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"--disable-overlap-schedule",
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],
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)
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try:
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args = SimpleNamespace(
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base_url=base_url,
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model=model,
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eval_name="mmlu",
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num_examples=64,
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num_threads=32,
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)
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metrics = run_eval(args)
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if is_in_ci():
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self.assertGreater(metrics["score"], 0.45)
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finally:
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kill_process_tree(process.pid)
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if __name__ == "__main__":
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unittest.main()
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