[misc] Keep req.kv non-optional and key KV ownership on req_pool_idx (#36958)
This commit is contained in:
@@ -87,15 +87,14 @@ def free_member_rows(group, req_to_token_pool, token_to_kv_pool_allocator) -> No
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return
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leader = group.leader
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start = group.prompt_len
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end = leader.kv.kv_allocated_len if leader.kv is not None else start
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end = leader.kv.kv_allocated_len
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if end > start:
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# The rewind below is required: without it the leader's own per-Req
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# release frees this decode region a second time.
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slots = req_to_token_pool.req_to_token[group.all_rows, start:end]
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token_to_kv_pool_allocator.free(slots.flatten().unique())
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if leader.kv is not None:
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leader.kv_committed_len = start
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leader.kv.kv_allocated_len = start
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leader.kv_committed_len = start
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leader.kv.kv_allocated_len = start
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req_to_token_pool.free_rows(group.member_rows_cpu.tolist())
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group.member_rows = None
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group.member_rows_cpu = None
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@@ -67,7 +67,6 @@ from sglang.srt.environ import envs
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from sglang.srt.managers.schedule_batch import (
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FINISH_ABORT,
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NextBatchPlan,
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ReqKvInfo,
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ScheduleBatch,
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)
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from sglang.srt.managers.schedule_policy import match_prefix_for_req
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@@ -1906,10 +1905,7 @@ def alloc_for_decode_prealloc_hisparse(
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uses_swa_tail: bool,
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swa_tail_len: int,
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) -> torch.Tensor:
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if req.kv is None:
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req.kv = ReqKvInfo(kv_allocated_len=fill_len, swa_evicted_seqlen=0)
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else:
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req.kv.kv_allocated_len = fill_len
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req.kv.kv_allocated_len = fill_len
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device = allocator.device
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prefix_lens = torch.tensor([0], dtype=torch.int64, device=device)
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prefix_lens_cpu = torch.tensor([0], dtype=torch.int64)
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@@ -1954,10 +1950,7 @@ def alloc_for_decode_prealloc(
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swa_tail_len: int,
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req_to_token_pool: Optional[ReqToTokenPool] = None,
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) -> torch.Tensor:
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if req.kv is None:
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req.kv = ReqKvInfo(kv_allocated_len=fill_len, swa_evicted_seqlen=0)
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else:
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req.kv.kv_allocated_len = fill_len
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req.kv.kv_allocated_len = fill_len
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if allocator.page_size == 1:
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kv_loc = allocator.alloc(delta_len)
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else:
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@@ -281,7 +281,7 @@ class DecodeKVCacheOffloadManager:
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self.token_to_kv_pool_allocator.free(overalloc_indices)
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self.req_to_token_pool.free(req)
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req.kv = None
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req.kv.mark_released()
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self.tree_cache.protected_size_ -= len(req.prefix_indices)
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if req.rid in self.offloaded_state:
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del self.offloaded_state[req.rid]
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@@ -1036,11 +1036,7 @@ class SchedulerDisaggregationPrefillMixin:
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else:
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logger.warning(error_message)
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req.time_stats.trace_ctx.abort(abort_info={"reason": error_message})
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if (
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req.req_pool_idx is not None
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or req.kv is not None
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or req.mamba_pool_idx is not None
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):
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if req.is_holding_kv or req.mamba_pool_idx is not None:
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release_kv_cache(req, self.tree_cache)
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maybe_release_metadata_buffer(req, self.req_to_metadata_buffer_idx_allocator)
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req.pending_bootstrap = False
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@@ -815,13 +815,23 @@ class ReqLogprob:
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@dataclasses.dataclass(slots=True, kw_only=True)
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class ReqKvInfo:
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kv_allocated_len: int
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# Device KV a request holds outside the prefix cache. Always present on the Req;
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# whether any KV is held is `req.req_pool_idx is not None` (Req.is_holding_kv).
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kv_allocated_len: int = 0
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# The length of KV that have been removed in swa cache.
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# SWA KV cache eviction behavior differs by cache type:
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# - Radix cache: KV in range [cache_protected_len, swa_evicted_seqlen) is freed manually in
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# `ScheduleBatch.maybe_evict_swa`; KV in range [0, cache_protected_len) is freed during radix cache eviction.
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# - Chunk cache: KV in range [0, swa_evicted_seqlen) is freed manually in `ScheduleBatch.maybe_evict_swa`.
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swa_evicted_seqlen: int
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swa_evicted_seqlen: int = 0
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@property
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def is_released(self) -> bool:
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return self.kv_allocated_len == 0 and self.swa_evicted_seqlen == 0
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def mark_released(self) -> None:
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self.kv_allocated_len = 0
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self.swa_evicted_seqlen = 0
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class Req(ReqDllmMixin):
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@@ -904,7 +914,7 @@ class Req(ReqDllmMixin):
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# For req-level memory management
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self.kv_committed_len = 0
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self.kv: Optional[ReqKvInfo] = None
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self.kv = ReqKvInfo()
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self.retraction_backup: Optional[RetractionBackup] = None
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# for cross-encoder model
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@@ -1265,6 +1275,10 @@ class Req(ReqDllmMixin):
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or self.mamba_host_hit_length > 0
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)
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@property
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def is_holding_kv(self) -> bool:
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return self.req_pool_idx is not None
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def effective_kv_committed_len(self) -> int:
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# Report only the prompt prefix so thinking + answer fall into the
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# overallocated range and are reclaimed by release_kv_cache. #22373.
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@@ -1731,7 +1745,7 @@ class Req(ReqDllmMixin):
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self.mamba_cow_src_index = None
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self.mamba_needs_clear = False
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self.already_computed = 0
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assert self.kv is None, "expect it is already released"
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assert not self.is_holding_kv, "expect it is already released"
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self.kv_committed_len = 0
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self.extend_batch_idx = 0
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self.decode_batch_idx = 0
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@@ -3481,7 +3495,7 @@ class ScheduleBatch(ScheduleBatchDisaggregationDecodeMixin):
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# seqlen progress is monotonic per KV handle.
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if (
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req.decode_batch_idx >= 1
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and req.kv is not None
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and req.is_holding_kv
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and req.seqlen - 1 - sliding_window_size
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>= req.kv.swa_evicted_seqlen + eviction_interval
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):
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@@ -252,7 +252,7 @@ class SchedulerInvariantChecker:
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swa_uncached = 0
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for batch in batches:
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for req in batch.reqs:
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if req.kv is None:
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if not req.is_holding_kv:
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continue
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allocated_len = req.kv.kv_allocated_len
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@@ -324,7 +324,7 @@ class SchedulerInvariantChecker:
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batch = self.get_last_batch()
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if batch is not None:
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for req in batch.reqs:
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if req.kv is None:
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if not req.is_holding_kv:
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continue
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_add_owner(
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req,
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@@ -723,7 +723,7 @@ class SchedulerPPMixin:
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latencies.append(latency_ms)
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# Release KV and Mamba cache
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if req.req_pool_idx is not None:
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if req.is_holding_kv:
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kv_indices = self.req_to_token_pool.req_to_token[
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req.req_pool_idx, : req.extend_range.end
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]
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@@ -731,7 +731,7 @@ class SchedulerPPMixin:
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if req.mamba_pool_idx is not None:
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self.req_to_token_pool.free_mamba_cache(req)
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self.req_to_token_pool.free(req)
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req.kv = None
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req.kv.mark_released()
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logger.info(
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f"[PP Dynamic Chunk] [PP0] Profiled {len(seq_lens)} samples: "
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@@ -385,13 +385,8 @@ def alloc_for_extend(
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batch.seq_lens_cpu,
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)
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from sglang.srt.managers.schedule_batch import ReqKvInfo
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for req, seq_len in zip(batch.reqs, batch.seq_lens_cpu.tolist()):
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if req.kv is None:
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req.kv = ReqKvInfo(kv_allocated_len=seq_len, swa_evicted_seqlen=0)
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else:
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req.kv.kv_allocated_len = seq_len
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req.kv.kv_allocated_len = seq_len
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return out_cache_loc, req_pool_indices_device, req_pool_indices_cpu
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@@ -416,7 +411,7 @@ def _alloc_extend_loc_with_kv_reuse(
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retained_len = len(req.dllm_incomplete_ids)
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if extend_len != retained_len:
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raise RuntimeError("dLLM FDFO retained KV must be reused as a full block.")
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if req.kv is None or prefix_len + extend_len > req.kv.kv_allocated_len:
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if prefix_len + extend_len > req.kv.kv_allocated_len:
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raise RuntimeError("dLLM FDFO retained KV is missing.")
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alloc_extend_lens = [
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@@ -62,7 +62,7 @@ def free_swa_out_of_window_slots(
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is_chunk_cache: bool = False,
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retain_floor: int | None = None,
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) -> None:
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if req.kv is None:
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if not req.is_holding_kv:
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return
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# For swa radix cache, we need to evict the tokens that are not in the tree cache and also not in the sliding window
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@@ -200,10 +200,9 @@ def retraction_discard(req: Req, tree_cache: BasePrefixCache, backend: str) -> N
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def release_kv_cache(req: Req, tree_cache: BasePrefixCache, is_insert: bool = True):
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# the two resources currently have the same lifecycle, thus simplify logic below
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assert (req.req_pool_idx is None) == (req.kv is None)
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assert (not req.is_holding_kv) == req.kv.is_released
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# MambaRadixCache may alloc mamba state before alloc KV cache
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if req.req_pool_idx is None:
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if not req.is_holding_kv:
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assert (
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tree_cache.supports_mamba()
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), "Only MambaRadixCache allow freeing before alloc"
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@@ -224,8 +223,8 @@ def release_kv_cache(req: Req, tree_cache: BasePrefixCache, is_insert: bool = Tr
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# StreamingSession.cache_finished_req handles speculative tail trim
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# internally, then sets req_pool_idx = None.
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assert (req.req_pool_idx is None) == (req.kv is None)
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if req.req_pool_idx is None and req.kv is None:
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assert (not req.is_holding_kv) == req.kv.is_released
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if not req.is_holding_kv:
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return
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start_p, end_p = effective_kv_committed_len, req.kv.kv_allocated_len
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@@ -242,7 +241,7 @@ def release_kv_cache(req: Req, tree_cache: BasePrefixCache, is_insert: bool = Tr
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# The DSV4-NPU ReqToTokenPool subclass's free() additionally releases the
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# c4/c128 state pages; other ReqToTokenPool subclasses are a no-op here.
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tree_cache.req_to_token_pool.free(req)
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req.kv = None
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req.kv.mark_released()
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def _release_overallocated_kv_indices(
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@@ -7,6 +7,7 @@ from typing import TYPE_CHECKING, Any, Dict, Optional
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import torch
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from sglang.srt.managers.schedule_batch import ReqKvInfo
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from sglang.srt.mem_cache.base_prefix_cache import (
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BasePrefixCache,
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DecLockRefParams,
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@@ -21,7 +22,7 @@ from sglang.srt.mem_cache.base_prefix_cache import (
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from sglang.srt.utils.common import ceil_align, is_npu
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if TYPE_CHECKING:
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from sglang.srt.managers.schedule_batch import Req, ReqKvInfo
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from sglang.srt.managers.schedule_batch import Req
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logger = logging.getLogger(__name__)
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@@ -43,10 +44,10 @@ class SessionSlot:
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virtual_node: _VirtualNode = field(default_factory=_VirtualNode)
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# KV pool state (None means no KV is currently held by this slot)
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# KV pool state
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req_pool_idx: Optional[int] = None
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kv_committed_len: int = 0
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kv: Optional[ReqKvInfo] = None
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kv: ReqKvInfo = field(default_factory=ReqKvInfo)
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# First req's radix tree node (for dec_lock_ref on session close)
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last_node: Any = None
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@@ -67,7 +68,7 @@ class SessionSlot:
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@property
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def is_holding_kv(self) -> bool:
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"""Whether this slot currently holds KV pool resources."""
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return self.kv is not None
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return self.req_pool_idx is not None
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def save_from_req(self, req: Req, is_first: bool):
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"""Save KV state from a finishing request into this slot."""
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@@ -97,7 +98,7 @@ class SessionSlot:
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# the slot's tensor to be reused by a new req and leaked when
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# the slot is later freed.
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req.req_pool_idx = None
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req.kv = None
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req.kv = ReqKvInfo()
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req.mamba_pool_idx = None
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req.mamba_ping_pong_track_buffer = None
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req.mamba_next_track_idx = None
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@@ -221,7 +222,7 @@ class StreamingSession(BasePrefixCache):
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if not _is_streaming(req):
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return None
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slot = self.slots.get(req.session.session_id)
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if slot is None or slot.kv is None:
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if slot is None or not slot.is_holding_kv:
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return None
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if req.to_finish is not None:
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req.session.abort_req()
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@@ -350,7 +351,7 @@ class StreamingSession(BasePrefixCache):
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)
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self.release_session(session_id)
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req.req_pool_idx = None
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req.kv = None
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req.kv = ReqKvInfo()
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req.session.abort_req()
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return True
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@@ -42,7 +42,7 @@ class ScriptedReqHandle:
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@property
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def kv_pages(self) -> int:
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req = self.req
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if req is None or req.kv is None:
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if req is None or not req.is_holding_kv:
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return 0
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page_size = self.context.scheduler.page_size
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return (req.kv.kv_allocated_len + page_size - 1) // page_size
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@@ -8,7 +8,6 @@ Requires: torch, sglang (run in an environment with sglang installed)
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"""
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import unittest
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from types import SimpleNamespace
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from unittest.mock import MagicMock
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import torch
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@@ -18,6 +17,7 @@ from sglang.srt.disaggregation.decode_kvcache_offload_manager import (
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)
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from sglang.srt.disaggregation.kv_events import OffloadedState
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from sglang.srt.managers.cache_controller import HiCacheAck
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from sglang.srt.managers.schedule_batch import ReqKvInfo
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from sglang.test.ci.ci_register import register_cpu_ci
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register_cpu_ci(est_time=8, suite="base-a-test-cpu")
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@@ -35,7 +35,7 @@ def _make_mock_req(
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req.rid = rid
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req.req_pool_idx = req_pool_idx
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req.kv_committed_len = kv_committed_len
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req.kv = SimpleNamespace(kv_allocated_len=kv_allocated_len)
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req.kv = ReqKvInfo(kv_allocated_len=kv_allocated_len)
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req.prefix_indices = list(range(prefix_indices_len))
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req.effective_kv_committed_len = lambda: req.kv_committed_len
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return req
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@@ -49,6 +49,7 @@ class _FakeReq:
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self.req_pool_idx = rpi
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self.kv_committed_len = committed
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self.kv = SimpleNamespace(kv_allocated_len=allocated, swa_evicted_seqlen=0)
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self.is_holding_kv = True
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class _FakeSlot:
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@@ -65,10 +65,8 @@ def _make_req(rid, prefix, block_size, *, req_pool_idx=None, reuse=False):
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dllm_incomplete_ids=array("q", range(block_size)) if reuse else array("q"),
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inflight_middle_chunks=1 if req_pool_idx is not None else 0,
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kv_committed_len=len(prefix) if req_pool_idx is not None else 0,
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kv=(
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SimpleNamespace(kv_allocated_len=len(prefix) + block_size)
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if req_pool_idx is not None
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else None
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kv=SimpleNamespace(
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kv_allocated_len=len(prefix) + block_size if req_pool_idx is not None else 0
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),
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)
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@@ -6,6 +6,7 @@ from unittest.mock import MagicMock
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import numpy as np
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import torch
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from sglang.srt.managers.schedule_batch import ReqKvInfo
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from sglang.srt.mem_cache.allocator.hisparse import (
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DeepSeekV4HiSparseTokenToKVPoolAllocator,
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)
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@@ -91,7 +92,7 @@ class TestDeepSeekV4HiSparseAllocator(CustomTestCase):
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rid="req-0",
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origin_input_ids=list(range(fill_len)),
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output_ids=[],
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kv=None,
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kv=ReqKvInfo(),
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)
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def set_extend_range(start, end):
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@@ -104,6 +104,7 @@ def _make_req(req_pool_idx, token_ids, cache_protected_len, tree):
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"""Mock Req with fields needed by _evict_swa and cache_finished_req."""
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req = SimpleNamespace(
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req_pool_idx=req_pool_idx,
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is_holding_kv=True,
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origin_input_ids=token_ids,
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output_ids=[],
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cache_protected_len=cache_protected_len,
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@@ -240,7 +240,7 @@ def create_bench_cache(
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_rid = [0]
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def make_req():
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from sglang.srt.managers.schedule_batch import Req, ReqKvInfo
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from sglang.srt.managers.schedule_batch import Req
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from sglang.srt.sampling.sampling_params import SamplingParams
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req = Req(
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@@ -251,8 +251,6 @@ def create_bench_cache(
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)
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_rid[0] += 1
|
||||
req_to_token_pool.alloc([req])
|
||||
# fabricated reqs bypass alloc_for_extend, the normal creator of req.kv
|
||||
req.kv = ReqKvInfo(kv_allocated_len=0, swa_evicted_seqlen=0)
|
||||
return req
|
||||
|
||||
return tree, allocator, req_to_token_pool, make_req
|
||||
|
||||
@@ -24,7 +24,7 @@ from sglang.srt.disaggregation.kv_events import (
|
||||
StorageMedium,
|
||||
)
|
||||
from sglang.srt.environ import envs
|
||||
from sglang.srt.managers.schedule_batch import Req, ReqKvInfo
|
||||
from sglang.srt.managers.schedule_batch import Req
|
||||
from sglang.srt.mem_cache.allocator import TokenToKVPoolAllocator
|
||||
from sglang.srt.mem_cache.allocator.swa import SWATokenToKVPoolAllocator
|
||||
from sglang.srt.mem_cache.base_prefix_cache import (
|
||||
@@ -1030,7 +1030,6 @@ class UnifiedRadixCacheSuite:
|
||||
)
|
||||
self._rid += 1
|
||||
req_to_token_pool.alloc([req])
|
||||
req.kv = ReqKvInfo(kv_allocated_len=0, swa_evicted_seqlen=0)
|
||||
return req
|
||||
|
||||
def _apply_match_to_req(self, req, match):
|
||||
@@ -1265,7 +1264,7 @@ class UnifiedRadixCacheSuite:
|
||||
kv_indices = self._alloc(allocator, kv_len)
|
||||
req_to_token_pool.write((req.req_pool_idx, slice(0, kv_len)), kv_indices)
|
||||
req.kv_committed_len = kv_len
|
||||
req.kv = ReqKvInfo(kv_allocated_len=kv_len, swa_evicted_seqlen=0)
|
||||
req.kv.kv_allocated_len = kv_len
|
||||
req.last_node = cache.root_node_handle()
|
||||
req.cache_protected_len = 0
|
||||
req.swa_uuid_for_lock = None
|
||||
@@ -2200,7 +2199,6 @@ class UnifiedRadixCacheSuite:
|
||||
req.cache_protected_len = 0
|
||||
req.swa_uuid_for_lock = None
|
||||
req.extra_key = None
|
||||
req.kv = ReqKvInfo(kv_allocated_len=0, swa_evicted_seqlen=0)
|
||||
|
||||
swa_avail_before = allocator.swa_attn_allocator.available_size()
|
||||
|
||||
@@ -2290,7 +2288,6 @@ class UnifiedRadixCacheSuite:
|
||||
req.cache_protected_len = 0
|
||||
req.swa_uuid_for_lock = None
|
||||
req.extra_key = None
|
||||
req.kv = ReqKvInfo(kv_allocated_len=0, swa_evicted_seqlen=0)
|
||||
|
||||
with envs.SGLANG_OPT_UNIFIED_CACHE_FREE_OUT_OF_WINDOW_SLOTS.override(True):
|
||||
cache.cache_unfinished_req(req)
|
||||
@@ -6603,7 +6600,7 @@ class TestUnifiedRadixCacheInt8MambaCheckpoint(CustomTestCase):
|
||||
req_to_token_pool.alloc([req])
|
||||
req.output_ids = array("q")
|
||||
req.kv_committed_len = len(tokens)
|
||||
req.kv = ReqKvInfo(kv_allocated_len=len(tokens), swa_evicted_seqlen=0)
|
||||
req.kv.kv_allocated_len = len(tokens)
|
||||
req.cache_protected_len = 0
|
||||
req.swa_uuid_for_lock = None
|
||||
req.extra_key = None
|
||||
@@ -7934,7 +7931,6 @@ class TestSWAWindowUnderBigramKey(CustomTestCase):
|
||||
req.cache_protected_len = 0
|
||||
req.swa_uuid_for_lock = None
|
||||
req.extra_key = None
|
||||
req.kv = ReqKvInfo(kv_allocated_len=0, swa_evicted_seqlen=0)
|
||||
|
||||
with envs.SGLANG_OPT_UNIFIED_CACHE_FREE_OUT_OF_WINDOW_SLOTS.override(True):
|
||||
cache.cache_unfinished_req(req)
|
||||
|
||||
Reference in New Issue
Block a user