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This commit is contained in:
@@ -0,0 +1,235 @@
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"""Registry for pluggable RadixCache factories.
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If `--radix-cache-backend` is unset (by default), the built-in selection
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chain is used to pick a cache implementation.
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To plug in a custom backend, register it under a string name via
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`register_radix_cache_backend(name, factory)`, then select it with
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`--radix-cache-backend <name>` (the flag accepts only registered names).
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"""
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from __future__ import annotations
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import logging
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from dataclasses import dataclass
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from typing import TYPE_CHECKING, Any, Callable, Optional
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from sglang.srt.environ import envs
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from sglang.srt.mem_cache.base_prefix_cache import BasePrefixCache
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from sglang.srt.mem_cache.cache_init_params import CacheInitParams
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from sglang.srt.utils.tensor_bridge import use_mlx
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if TYPE_CHECKING:
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from sglang.srt.configs.model_config import ModelConfig
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from sglang.srt.server_args import ServerArgs
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logger = logging.getLogger(__name__)
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@dataclass
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class TreeCacheBuildContext:
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"""Radix Cache construction arguments."""
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server_args: ServerArgs
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params: CacheInitParams
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is_hybrid_swa: bool
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is_hybrid_ssm: bool
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enable_hierarchical_cache: bool
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disable_radix_cache: bool
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effective_chunked_prefill_size: Optional[int]
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tp_worker: Any
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model_config: ModelConfig
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tp_size: int
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tp_rank: int
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tp_group: Any
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full_tokens_per_layer: Optional[int] = None
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RadixCacheFactory = Callable[[TreeCacheBuildContext], BasePrefixCache]
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_RADIX_CACHE_REGISTRY: dict[str, RadixCacheFactory] = {}
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def register_radix_cache_backend(name: str, factory: RadixCacheFactory) -> None:
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"""Register a radix-cache factory under `name`.
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Raises ValueError if `name` is empty/whitespace-only or already
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registered.
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"""
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if not name.strip():
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raise ValueError(
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f"register_radix_cache_backend: name must be non-empty, got {name!r}"
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)
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if name in _RADIX_CACHE_REGISTRY:
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raise ValueError(
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f"register_radix_cache_backend: {name!r} is already registered"
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)
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_RADIX_CACHE_REGISTRY[name] = factory
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def get_radix_cache_factory(name: str) -> Optional[RadixCacheFactory]:
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return _RADIX_CACHE_REGISTRY.get(name)
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def registered_radix_cache_backends() -> list[str]:
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return list(_RADIX_CACHE_REGISTRY.keys())
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def default_radix_cache_factory(ctx: TreeCacheBuildContext) -> BasePrefixCache:
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"""Built-in Radix Cache selection chain."""
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server_args = ctx.server_args
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params = ctx.params
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if ctx.effective_chunked_prefill_size is not None and ctx.disable_radix_cache:
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if not ctx.is_hybrid_swa:
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from sglang.srt.mem_cache.chunk_cache import ChunkCache
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return ChunkCache(params)
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if ctx.full_tokens_per_layer == 0:
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from sglang.srt.mem_cache.chunk_cache import PureSWAChunkCache
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return PureSWAChunkCache(params)
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from sglang.srt.mem_cache.chunk_cache import SWAChunkCache
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return SWAChunkCache(params)
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if envs.SGLANG_EXPERIMENTAL_CPP_RADIX_TREE.get():
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# lazy import to avoid JIT overhead
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from sglang.srt.mem_cache.radix_cache_cpp import RadixCacheCpp
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logger.info("Using experimental C++ radix tree implementation.")
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return RadixCacheCpp(params=params, server_args=server_args)
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if envs.SGLANG_ENABLE_UNIFIED_RADIX_TREE.get() or use_mlx():
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return _create_unified_radix_cache(ctx, server_args, params)
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if ctx.enable_hierarchical_cache:
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if ctx.is_hybrid_ssm or ctx.is_hybrid_swa:
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# HybridModel launches HiCache via UnifiedRadixCache by default.
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return _create_unified_radix_cache(ctx, server_args, params)
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else:
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from sglang.srt.mem_cache.hiradix_cache import HiRadixCache
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cache = HiRadixCache(params=params, server_args=server_args)
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ctx.tp_worker.register_hicache_layer_transfer_counter(
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cache.cache_controller.layer_done_counter
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)
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return cache
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if ctx.is_hybrid_swa:
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if ctx.full_tokens_per_layer == 0:
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from sglang.srt.mem_cache.pure_swa_radix_cache import PureSWARadixCache
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return PureSWARadixCache(params=params)
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from sglang.srt.mem_cache.swa_radix_cache import SWARadixCache
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return SWARadixCache(params=params)
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if ctx.is_hybrid_ssm:
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from sglang.srt.mem_cache.mamba_radix_cache import MambaRadixCache
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return MambaRadixCache(params)
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if server_args.enable_lmcache:
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from sglang.srt.mem_cache.storage.lmcache.lmc_radix_cache import (
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LMCRadixCache,
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)
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return LMCRadixCache(
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params=params,
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model_config=ctx.model_config,
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tp_size=ctx.tp_size,
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rank=ctx.tp_rank,
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tp_group=ctx.tp_group,
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)
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if server_args.enable_flexkv:
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# Importing the package side-effect registers the explicit
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# ``--radix-cache-backend=flexkv`` factory; we then call the
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# factory directly so --enable-flexkv stands on its own.
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import os
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from sglang.srt.mem_cache.storage.flexkv import _flexkv_factory
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# Honor a CLI --flexkv-config-file by forwarding it via the env
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# var that FlexKV's config loader actually reads.
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if server_args.flexkv_config_file and not os.environ.get("FLEXKV_CONFIG_PATH"):
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os.environ["FLEXKV_CONFIG_PATH"] = server_args.flexkv_config_file
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return _flexkv_factory(ctx)
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from sglang.srt.mem_cache.radix_cache import RadixCache
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return RadixCache(params)
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def _create_unified_radix_cache(
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ctx: TreeCacheBuildContext,
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server_args: ServerArgs,
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params: CacheInitParams,
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) -> BasePrefixCache:
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"""Initialize a UnifiedRadixCache with proper components and optional HiCache."""
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from sglang.srt.mem_cache.unified_cache_components import ComponentType
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from sglang.srt.mem_cache.unified_radix_cache import UnifiedRadixCache
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tree_components = [ComponentType.FULL]
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if ctx.is_hybrid_swa:
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tree_components.append(ComponentType.SWA)
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if ctx.is_hybrid_ssm:
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tree_components.append(ComponentType.MAMBA)
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params.tree_components = tuple(tree_components)
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if use_mlx() and ctx.is_hybrid_ssm:
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from sglang.srt.hardware_backend.mlx.kv_cache.auxiliary_state import (
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MlxAuxiliaryStateComponent,
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)
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params.component_registry_override = {
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ComponentType.MAMBA: MlxAuxiliaryStateComponent,
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}
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cache = UnifiedRadixCache(params)
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if ctx.enable_hierarchical_cache:
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cache.init_hicache(server_args, params)
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ctx.tp_worker.register_hicache_layer_transfer_counter(
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cache.cache_controller.layer_done_counter
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)
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return cache
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def create_tree_cache(ctx: TreeCacheBuildContext) -> BasePrefixCache:
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"""Route to the matching factory to construct Radix Cache."""
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name = ctx.server_args.radix_cache_backend
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if name:
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factory = get_radix_cache_factory(name)
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if factory is None:
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raise ValueError(
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f"--radix-cache-backend={name!r} is not registered. "
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f"Registered backends: {registered_radix_cache_backends()}. "
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"External backends must call register_radix_cache_backend(...) at import time."
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)
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cache = factory(ctx)
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source = f"registered({name!r})"
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else:
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cache = default_radix_cache_factory(ctx)
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source = "default"
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streaming_wrapped = False
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if (
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ctx.server_args.enable_streaming_session
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and not cache.supports_streaming_session()
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):
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from sglang.srt.session.streaming_session import StreamingSession
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cache = StreamingSession(cache)
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streaming_wrapped = True
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logger.info(
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"Tree cache initialized: source=%s impl=%s hybrid_swa=%s hybrid_ssm=%s "
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"hierarchical=%s streaming_wrapped=%s",
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source,
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type(cache).__name__,
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ctx.is_hybrid_swa,
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ctx.is_hybrid_ssm,
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ctx.enable_hierarchical_cache,
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streaming_wrapped,
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)
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return cache
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