[UnifiedTree]: Split unified tree kl ci into multiple files to reduce GPU usage. (#26666)
This commit is contained in:
@@ -1,77 +0,0 @@
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import os
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import shutil
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import tempfile
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import unittest
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from test_unified_radix_cache_kl_hicache_nightly import AccuracyTwoPassMixin
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from sglang.srt.utils import kill_process_tree
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from sglang.test.ci.ci_register import register_cuda_ci
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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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MAMBA_MODEL = "Qwen/Qwen3-Next-80B-A3B-Instruct"
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MAMBA_TRACK_INTERVAL = 128
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register_cuda_ci(est_time=768, stage="base-c", runner_config="8-gpu-h200")
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class TestUnifiedMambaHiCacheL3(AccuracyTwoPassMixin, CustomTestCase):
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"""Mamba hybrid + HiCache L3 (file backend) + UnifiedRadixCache."""
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@classmethod
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def setUpClass(cls):
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cls.model = MAMBA_MODEL
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.hicache_dir = tempfile.mkdtemp(prefix="hicache_l3_mamba_")
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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=[
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"--tp-size",
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"4",
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"--chunked-prefill-size",
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"2048",
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"--mem-fraction-static",
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"0.85",
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"--mamba-scheduler-strategy",
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"extra_buffer",
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"--mamba-track-interval",
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str(MAMBA_TRACK_INTERVAL),
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"--enable-hierarchical-cache",
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"--hicache-ratio",
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"2",
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"--hicache-write-policy",
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"write_through",
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"--hicache-storage-prefetch-policy",
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"wait_complete",
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"--hicache-io-backend",
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"direct",
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"--hicache-mem-layout",
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"page_first_direct",
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"--hicache-storage-backend",
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"file",
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"--max-mamba-cache-size",
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"500",
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"--weight-loader-prefetch-checkpoints",
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],
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env={
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"SGLANG_ENABLE_UNIFIED_RADIX_TREE": "1",
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"SGLANG_HICACHE_FILE_BACKEND_STORAGE_DIR": cls.hicache_dir,
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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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if os.path.isdir(cls.hicache_dir):
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shutil.rmtree(cls.hicache_dir, ignore_errors=True)
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if __name__ == "__main__":
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unittest.main()
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@@ -1,66 +0,0 @@
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import unittest
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from sglang.srt.utils import kill_process_tree
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from sglang.test.ci.ci_register import register_cuda_ci
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from sglang.test.kits.unified_radix_cache_kit import UnifiedRadixTreeTestMixin
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from sglang.test.kl_multiturn_utils import (
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get_input_ids,
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make_mamba_decode_assert,
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make_mamba_prefill_assert,
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)
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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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register_cuda_ci(est_time=250, stage="base-c", runner_config="4-gpu-h100")
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MAMBA_MODEL = "Qwen/Qwen3-Next-80B-A3B-Instruct"
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MAMBA_CHUNK_SIZE = 64
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MAMBA_TRACK_INTERVAL = 128
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class TestUnifiedMambaRadixCache(UnifiedRadixTreeTestMixin, CustomTestCase):
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"""Mamba hybrid + UnifiedRadixCache."""
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kl_threshold = 0.003
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prefill_cache_assert = staticmethod(
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make_mamba_prefill_assert(chunk_size=MAMBA_CHUNK_SIZE)
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)
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decode_cache_assert = staticmethod(
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make_mamba_decode_assert(track_interval=MAMBA_TRACK_INTERVAL)
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)
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@classmethod
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def setUpClass(cls):
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cls.model = MAMBA_MODEL
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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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other_args=[
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"--tp-size",
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"4",
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"--chunked-prefill-size",
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"2048",
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"--mem-fraction-static",
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"0.85",
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"--mamba-scheduler-strategy",
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"extra_buffer",
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"--mamba-track-interval",
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str(MAMBA_TRACK_INTERVAL),
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],
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env={"SGLANG_ENABLE_UNIFIED_RADIX_TREE": "1"},
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)
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cls.input_ids = get_input_ids(cls.model, num_samples=18)
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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 __name__ == "__main__":
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unittest.main()
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+2
-67
@@ -3,83 +3,18 @@ import unittest
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from sglang.srt.utils import kill_process_tree
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from sglang.srt.utils import kill_process_tree
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from sglang.test.ci.ci_register import register_cuda_ci
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from sglang.test.ci.ci_register import register_cuda_ci
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from sglang.test.kits.unified_radix_cache_kit import UnifiedRadixTreeTestMixin
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from sglang.test.kits.unified_radix_cache_kit import UnifiedRadixTreeTestMixin
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from sglang.test.kl_multiturn_utils import (
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from sglang.test.kl_multiturn_utils import get_input_ids
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get_input_ids,
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make_mamba_decode_assert,
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make_mamba_prefill_assert,
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)
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from sglang.test.test_utils import (
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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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DEFAULT_URL_FOR_TEST,
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CustomTestCase,
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CustomTestCase,
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is_in_ci,
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is_in_ci,
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popen_launch_server,
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popen_launch_server,
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)
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)
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MAMBA_MODEL = "Qwen/Qwen3-Next-80B-A3B-Instruct"
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MAMBA_CHUNK_SIZE = 64
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MAMBA_TRACK_INTERVAL = 128
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DSV4_FLASH_MODEL = "sgl-project/DeepSeek-V4-Flash-FP8"
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DSV4_FLASH_MODEL = "sgl-project/DeepSeek-V4-Flash-FP8"
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DSV4_FLASH_LAUNCH_TIMEOUT = 3600
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DSV4_FLASH_LAUNCH_TIMEOUT = 3600
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register_cuda_ci(est_time=768, stage="base-c", runner_config="8-gpu-h200")
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register_cuda_ci(est_time=768, stage="base-c", runner_config="4-gpu-h100")
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class TestUnifiedMambaHiCache(UnifiedRadixTreeTestMixin, CustomTestCase):
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"""Mamba hybrid + HiCache + UnifiedRadixCache."""
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kl_threshold = 0.005
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prefill_cache_assert = staticmethod(
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make_mamba_prefill_assert(chunk_size=MAMBA_CHUNK_SIZE)
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)
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decode_cache_assert = staticmethod(
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make_mamba_decode_assert(track_interval=MAMBA_TRACK_INTERVAL)
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)
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@classmethod
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def setUpClass(cls):
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cls.model = MAMBA_MODEL
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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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other_args=[
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"--tp-size",
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"4",
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"--chunked-prefill-size",
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"2048",
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"--mem-fraction-static",
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"0.85",
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"--mamba-scheduler-strategy",
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"extra_buffer",
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"--mamba-track-interval",
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str(MAMBA_TRACK_INTERVAL),
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"--enable-hierarchical-cache",
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"--hicache-ratio",
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"4",
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"--hicache-write-policy",
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"write_through",
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"--hicache-io-backend",
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"direct",
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"--hicache-mem-layout",
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"page_first_direct",
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"--max-total-tokens",
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"12000",
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"--max-mamba-cache-size",
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"500",
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"--max-running-requests",
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"4",
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"--weight-loader-prefetch-checkpoints",
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],
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env={"SGLANG_ENABLE_UNIFIED_RADIX_TREE": "1"},
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)
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cls.input_ids = get_input_ids(cls.model, num_samples=18)
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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 _assert_dsv4_decode_cached_tokens(result, history_len, output_len, label):
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def _assert_dsv4_decode_cached_tokens(result, history_len, output_len, label):
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+2
-2
@@ -11,7 +11,7 @@ from sglang.test.test_utils import (
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popen_launch_server,
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popen_launch_server,
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)
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)
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register_cuda_ci(est_time=250, stage="base-c", runner_config="4-gpu-h100")
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register_cuda_ci(est_time=250, stage="base-b", runner_config="2-gpu-large")
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FULL_MODEL = "Qwen/Qwen3-32B"
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FULL_MODEL = "Qwen/Qwen3-32B"
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@@ -31,7 +31,7 @@ class TestUnifiedFullRadixCache(UnifiedRadixTreeTestMixin, CustomTestCase):
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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other_args=[
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other_args=[
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"--tp-size",
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"--tp-size",
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"4",
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"2",
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"--mem-fraction-static",
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"--mem-fraction-static",
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"0.80",
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"0.80",
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"--page-size",
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"--page-size",
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@@ -0,0 +1,186 @@
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import os
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import shutil
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import tempfile
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import unittest
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from test_unified_radix_cache_kl_hicache_nightly import AccuracyTwoPassMixin
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from sglang.srt.utils import kill_process_tree
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from sglang.test.ci.ci_register import register_cuda_ci
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from sglang.test.kits.unified_radix_cache_kit import UnifiedRadixTreeTestMixin
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from sglang.test.kl_multiturn_utils import (
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get_input_ids,
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make_mamba_decode_assert,
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make_mamba_prefill_assert,
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)
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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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register_cuda_ci(est_time=768, stage="base-c", runner_config="4-gpu-h100")
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MAMBA_MODEL = "Qwen/Qwen3-Next-80B-A3B-Instruct-FP8"
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MAMBA_CHUNK_SIZE = 64
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MAMBA_TRACK_INTERVAL = 128
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class TestUnifiedMambaRadixCache(UnifiedRadixTreeTestMixin, CustomTestCase):
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"""Mamba hybrid + UnifiedRadixCache."""
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kl_threshold = 0.003
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prefill_cache_assert = staticmethod(
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make_mamba_prefill_assert(chunk_size=MAMBA_CHUNK_SIZE)
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)
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decode_cache_assert = staticmethod(
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make_mamba_decode_assert(track_interval=MAMBA_TRACK_INTERVAL)
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)
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@classmethod
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def setUpClass(cls):
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|
cls.model = MAMBA_MODEL
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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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|
other_args=[
|
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|
"--tp-size",
|
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|
"4",
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|
"--chunked-prefill-size",
|
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|
"2048",
|
||||||
|
"--mem-fraction-static",
|
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|
"0.85",
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|
"--mamba-scheduler-strategy",
|
||||||
|
"extra_buffer",
|
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|
"--mamba-track-interval",
|
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|
str(MAMBA_TRACK_INTERVAL),
|
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|
],
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|
env={"SGLANG_ENABLE_UNIFIED_RADIX_TREE": "1"},
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|
)
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cls.input_ids = get_input_ids(cls.model, num_samples=18)
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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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|
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|
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|
# ─── Mamba + HiCache L2 ──────────────────────────────────────────────────────
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|
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|
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|
class TestUnifiedMambaHiCache(UnifiedRadixTreeTestMixin, CustomTestCase):
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|
"""Mamba hybrid + HiCache L2 + UnifiedRadixCache."""
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|
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|
kl_threshold = 0.005
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|
prefill_cache_assert = staticmethod(
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|
make_mamba_prefill_assert(chunk_size=MAMBA_CHUNK_SIZE)
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|
)
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|
decode_cache_assert = staticmethod(
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|
make_mamba_decode_assert(track_interval=MAMBA_TRACK_INTERVAL)
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|
)
|
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|
|
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|
@classmethod
|
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|
def setUpClass(cls):
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||||||
|
cls.model = MAMBA_MODEL
|
||||||
|
cls.base_url = DEFAULT_URL_FOR_TEST
|
||||||
|
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,
|
||||||
|
other_args=[
|
||||||
|
"--tp-size",
|
||||||
|
"4",
|
||||||
|
"--chunked-prefill-size",
|
||||||
|
"2048",
|
||||||
|
"--mem-fraction-static",
|
||||||
|
"0.85",
|
||||||
|
"--mamba-scheduler-strategy",
|
||||||
|
"extra_buffer",
|
||||||
|
"--mamba-track-interval",
|
||||||
|
str(MAMBA_TRACK_INTERVAL),
|
||||||
|
"--enable-hierarchical-cache",
|
||||||
|
"--hicache-ratio",
|
||||||
|
"4",
|
||||||
|
"--hicache-write-policy",
|
||||||
|
"write_through",
|
||||||
|
"--hicache-io-backend",
|
||||||
|
"direct",
|
||||||
|
"--hicache-mem-layout",
|
||||||
|
"page_first_direct",
|
||||||
|
"--max-total-tokens",
|
||||||
|
"12000",
|
||||||
|
"--max-mamba-cache-size",
|
||||||
|
"500",
|
||||||
|
"--max-running-requests",
|
||||||
|
"4",
|
||||||
|
"--weight-loader-prefetch-checkpoints",
|
||||||
|
],
|
||||||
|
env={"SGLANG_ENABLE_UNIFIED_RADIX_TREE": "1"},
|
||||||
|
)
|
||||||
|
cls.input_ids = get_input_ids(cls.model, num_samples=18)
|
||||||
|
|
||||||
|
@classmethod
|
||||||
|
def tearDownClass(cls):
|
||||||
|
kill_process_tree(cls.process.pid)
|
||||||
|
|
||||||
|
|
||||||
|
# ─── Mamba + HiCache L3 (file backend) ───────────────────────────────────────
|
||||||
|
|
||||||
|
|
||||||
|
class TestUnifiedMambaHiCacheL3(AccuracyTwoPassMixin, CustomTestCase):
|
||||||
|
"""Mamba hybrid + HiCache L3 (file backend) + UnifiedRadixCache."""
|
||||||
|
|
||||||
|
@classmethod
|
||||||
|
def setUpClass(cls):
|
||||||
|
cls.model = MAMBA_MODEL
|
||||||
|
cls.base_url = DEFAULT_URL_FOR_TEST
|
||||||
|
cls.hicache_dir = tempfile.mkdtemp(prefix="hicache_l3_mamba_")
|
||||||
|
cls.process = popen_launch_server(
|
||||||
|
cls.model,
|
||||||
|
cls.base_url,
|
||||||
|
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
||||||
|
other_args=[
|
||||||
|
"--tp-size",
|
||||||
|
"4",
|
||||||
|
"--chunked-prefill-size",
|
||||||
|
"2048",
|
||||||
|
"--mem-fraction-static",
|
||||||
|
"0.85",
|
||||||
|
"--mamba-scheduler-strategy",
|
||||||
|
"extra_buffer",
|
||||||
|
"--mamba-track-interval",
|
||||||
|
str(MAMBA_TRACK_INTERVAL),
|
||||||
|
"--enable-hierarchical-cache",
|
||||||
|
"--hicache-ratio",
|
||||||
|
"2",
|
||||||
|
"--hicache-write-policy",
|
||||||
|
"write_through",
|
||||||
|
"--hicache-storage-prefetch-policy",
|
||||||
|
"wait_complete",
|
||||||
|
"--hicache-io-backend",
|
||||||
|
"direct",
|
||||||
|
"--hicache-mem-layout",
|
||||||
|
"page_first_direct",
|
||||||
|
"--hicache-storage-backend",
|
||||||
|
"file",
|
||||||
|
"--max-mamba-cache-size",
|
||||||
|
"500",
|
||||||
|
"--weight-loader-prefetch-checkpoints",
|
||||||
|
],
|
||||||
|
env={
|
||||||
|
"SGLANG_ENABLE_UNIFIED_RADIX_TREE": "1",
|
||||||
|
"SGLANG_HICACHE_FILE_BACKEND_STORAGE_DIR": cls.hicache_dir,
|
||||||
|
},
|
||||||
|
)
|
||||||
|
|
||||||
|
@classmethod
|
||||||
|
def tearDownClass(cls):
|
||||||
|
kill_process_tree(cls.process.pid)
|
||||||
|
if os.path.isdir(cls.hicache_dir):
|
||||||
|
shutil.rmtree(cls.hicache_dir, ignore_errors=True)
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
unittest.main()
|
||||||
+2
-2
@@ -12,7 +12,7 @@ from sglang.test.test_utils import (
|
|||||||
popen_launch_server,
|
popen_launch_server,
|
||||||
)
|
)
|
||||||
|
|
||||||
register_cuda_ci(est_time=250, stage="base-c", runner_config="4-gpu-h100")
|
register_cuda_ci(est_time=250, stage="base-b", runner_config="2-gpu-large")
|
||||||
|
|
||||||
SWA_MODEL = "openai/gpt-oss-20b"
|
SWA_MODEL = "openai/gpt-oss-20b"
|
||||||
|
|
||||||
@@ -38,7 +38,7 @@ class TestUnifiedSWARadixCache(UnifiedRadixTreeTestMixin, CustomTestCase):
|
|||||||
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
|
||||||
other_args=[
|
other_args=[
|
||||||
"--tp-size",
|
"--tp-size",
|
||||||
"4",
|
"2",
|
||||||
"--mem-fraction-static",
|
"--mem-fraction-static",
|
||||||
"0.7",
|
"0.7",
|
||||||
"--disable-piecewise-cuda-graph",
|
"--disable-piecewise-cuda-graph",
|
||||||
Reference in New Issue
Block a user