[srt] Batch scheduler cache frees (#33475)

This commit is contained in:
Leon Gao
2026-08-06 21:49:59 -07:00
committed by GitHub
parent c2657cc4bf
commit 4d4f8023c4
6 changed files with 117 additions and 2 deletions
@@ -3232,6 +3232,7 @@ class ScheduleBatch(ScheduleBatchDisaggregationDecodeMixin):
eviction_interval = max(1, envs.SGLANG_SWA_EVICTION_INTERVAL.get())
swa_maintenance_step = (self.forward_iter or 0) % eviction_interval == 0
self.token_to_kv_pool_allocator.free_group_begin()
for idx, req in enumerate(self.reqs):
if self.forward_mode.is_decode():
# We set evict_swa condition here with two reasons:
@@ -3276,6 +3277,7 @@ class ScheduleBatch(ScheduleBatchDisaggregationDecodeMixin):
self._evict_swa(req, pre_len)
else:
self._evict_swa(req, pre_len)
self.token_to_kv_pool_allocator.free_group_end()
def _evict_swa(self, req: Req, pre_len: int):
assert self.tree_cache.supports_swa(), "prefix cache must support swa"
@@ -195,6 +195,7 @@ class SchedulerBatchResultProcessor:
result: Union[GenerationBatchResult, EmbeddingBatchResult],
):
skip_stream_req = None
self.token_to_kv_pool_allocator.free_group_begin()
if self.is_generation:
if result.copy_done is not None:
@@ -360,6 +361,7 @@ class SchedulerBatchResultProcessor:
req.inflight_middle_chunks -= 1
req.time_stats.set_last_chunked_prefill_finish_time()
self.token_to_kv_pool_allocator.free_group_end()
self.output_streamer.stream_output(
batch.reqs, batch.return_logprob, skip_stream_req
)
@@ -95,6 +95,7 @@ class SWATokenToKVPoolAllocator(BaseTokenToKVPoolAllocator):
self.release_pages = None
self.is_not_in_free_group = True
self.free_group = []
self.swa_free_group = []
self._kvcache = kvcache
self.clear()
@@ -348,6 +349,10 @@ class SWATokenToKVPoolAllocator(BaseTokenToKVPoolAllocator):
if free_index.numel() == 0:
return
if not self.is_not_in_free_group:
self.swa_free_group.append(free_index)
return
if self.page_size == 1:
mapping_indices = free_index
else:
@@ -358,6 +363,17 @@ class SWATokenToKVPoolAllocator(BaseTokenToKVPoolAllocator):
self.swa_attn_allocator.free(swa_indices)
self.full_to_swa_index_mapping[mapping_indices] = 0
def free_group_begin(self):
super().free_group_begin()
self.swa_free_group = []
def free_group_end(self):
super().free_group_end()
if self.swa_free_group:
swa_free_group = self.swa_free_group
self.swa_free_group = []
self.free_swa(torch.cat(swa_free_group))
def _expand_to_full_pages(self, indices: torch.Tensor) -> torch.Tensor:
pages = torch.unique(indices // self.page_size)
page_offsets = torch.arange(
@@ -386,6 +402,7 @@ class SWATokenToKVPoolAllocator(BaseTokenToKVPoolAllocator):
self.full_to_swa_index_mapping[:-1].fill_(0)
self.is_not_in_free_group = True
self.free_group = []
self.swa_free_group = []
def get_cpu_copy(self, indices, mamba_indices=None):
return self._kvcache.get_cpu_copy(indices, mamba_indices=mamba_indices)
@@ -489,7 +506,10 @@ class PureSWATokenToKVPoolAllocator(SWATokenToKVPoolAllocator):
def free_swa(self, free_index: torch.Tensor):
if free_index.numel() == 0:
return
if self.is_not_in_free_group:
self.swa_attn_allocator.free(free_index[free_index > 0])
else:
self.free_group.append(free_index)
def free_group_begin(self):
self.is_not_in_free_group = False
+3 -1
View File
@@ -511,8 +511,10 @@ class RadixCache(KVCacheEventMixin, BasePrefixCache):
)
new_prefix_len = result.prefix_len
# Use the out-of-place values copy so the allocator can safely defer or group
# this free after req_to_token is overwritten below.
self.token_to_kv_pool_allocator.free_segment(
kv_indices[req.cache_protected_len : new_prefix_len],
values[req.cache_protected_len : new_prefix_len],
start_pos=req.cache_protected_len,
)
@@ -391,6 +391,60 @@ class TestRadixCache(unittest.TestCase):
)
self.assertEqual(cache.total_size(), 5)
def test_cache_unfinished_req_deferred_free_keeps_original_indices(self):
class DeferredFreeAllocator:
device = torch.device("cpu")
def __init__(self):
self.free_group = []
self.freed = None
def free_group_begin(self):
self.free_group = []
def free_segment(self, free_index, *, start_pos):
self.free_group.append(free_index)
def free_group_end(self):
self.freed = torch.cat(self.free_group)
class ReqToTokenPool:
def __init__(self, row):
self.req_to_token = row.unsqueeze(0)
def write(self, indices, values):
self.req_to_token[indices] = values
allocator = DeferredFreeAllocator()
cache = RadixCache.create_simulated(mock_allocator=allocator)
token_ids = array("q", [1, 2, 3])
tree_indices = torch.tensor([10, 11, 12], dtype=torch.int64)
request_indices = torch.tensor([20, 21, 22], dtype=torch.int64)
cache.insert(
InsertParams(
key=RadixKey(array("q", token_ids)),
value=tree_indices,
)
)
cache.req_to_token_pool = ReqToTokenPool(request_indices.clone())
req = unittest.mock.Mock(
req_pool_idx=0,
cache_protected_len=0,
extra_key=None,
priority=0,
last_node=cache.root_node,
)
req.get_fill_ids.return_value = token_ids
allocator.free_group_begin()
cache.cache_unfinished_req(req)
allocator.free_group_end()
torch.testing.assert_close(allocator.freed, request_indices)
torch.testing.assert_close(
cache.req_to_token_pool.req_to_token[0], tree_indices
)
def test_kv_cache_events(self):
"""Test KV cache events functionality."""
test_cases = [
@@ -224,6 +224,41 @@ class TestSWA(unittest.TestCase):
allocator.free_swa(full_indices[1:2])
self.assertEqual(allocator.swa_available_size(), 16)
def test_free_swa_batches_with_free_group(self):
_, allocator, _ = _build_swa_tree(
is_eagle=False,
kv_size=32,
kv_size_swa=32,
)
index_batches = []
for size in (2, 3, 1, 4):
indices = _swa_alloc(allocator, size)
assert indices is not None
index_batches.append(indices)
available_before_free = allocator.swa_available_size()
allocator.free_group_begin()
for indices in index_batches:
allocator.free_swa(indices)
self.assertEqual(len(allocator.swa_free_group), len(index_batches))
self.assertEqual(allocator.swa_available_size(), available_before_free)
allocator.free_group_end()
all_indices = torch.cat(index_batches).to(torch.int64)
self.assertEqual(allocator.swa_free_group, [])
self.assertTrue(
torch.equal(
allocator.full_to_swa_index_mapping[all_indices],
torch.zeros_like(all_indices),
)
)
self.assertEqual(
allocator.swa_available_size(),
available_before_free + all_indices.numel(),
)
def test_swa_radix_cache_1(self):
# args
req_size = 10