[v1] Move block management logic from KVCacheManager to SpecializedManager (#17474)

Signed-off-by: Chen Zhang <zhangch99@outlook.com>
This commit is contained in:
Chen Zhang
2025-05-09 23:25:34 +08:00
committed by GitHub
parent 9f64e93415
commit 200da9a517
6 changed files with 268 additions and 154 deletions

View File

@@ -8,6 +8,14 @@ from vllm.v1.core.specialized_manager import SlidingWindowManager
from vllm.v1.kv_cache_interface import SlidingWindowSpec
def get_sliding_window_manager(sliding_window_spec, block_pool):
return SlidingWindowManager(sliding_window_spec,
block_pool,
use_eagle=False,
num_kv_cache_groups=1,
caching_hash_fn=lambda x: x)
def test_sliding_window_possible_cached_prefix():
sliding_window_spec = SlidingWindowSpec(
block_size=2,
@@ -19,9 +27,7 @@ def test_sliding_window_possible_cached_prefix():
)
block_pool = BlockPool(num_gpu_blocks=100, enable_caching=True)
manager = SlidingWindowManager(sliding_window_spec,
block_pool,
use_eagle=False)
manager = get_sliding_window_manager(sliding_window_spec, block_pool)
def run_one_case(block_is_cached, expect_length):
block_hash_list = [
@@ -81,9 +87,7 @@ def test_sliding_window_remove_skipped_blocks():
block_pool = BlockPool(num_gpu_blocks=2000, enable_caching=True)
manager = SlidingWindowManager(sliding_window_spec,
block_pool,
use_eagle=False)
manager = get_sliding_window_manager(sliding_window_spec, block_pool)
null_block_id = block_pool.null_block.block_id
@@ -104,39 +108,35 @@ def test_sliding_window_remove_skipped_blocks():
1000, 1001, 1002, 1003, 1004, 1005, 1006, 1007, 1008, 1009, 1010
]
block_table = id_to_block_table(original_block_ids)
removed = manager.remove_skipped_blocks(block_table, 0)
assert_block_id(removed, [])
manager.req_to_blocks["test"] = block_table
manager.remove_skipped_blocks("test", 0)
assert_block_id(block_table, original_block_ids)
# 4 tokens are computed. Only token 0 is out of the sliding window. As
# block 1000 also contains token 1 that is in the sliding window, block 1000
# cannot be removed.
removed = manager.remove_skipped_blocks(block_table, 4)
assert_block_id(removed, [])
manager.remove_skipped_blocks("test", 4)
assert_block_id(block_table, original_block_ids)
# 5 tokens are computed. Token 0 & 1 are out of the sliding window.
# Block 1000 can be removed.
removed = manager.remove_skipped_blocks(block_table, 5)
assert_block_id(removed, [original_block_ids[0]])
manager.remove_skipped_blocks("test", 5)
assert_block_id(block_table, [null_block_id] + original_block_ids[1:])
# 6 tokens are computed. Token 0-2 are out of the sliding window.
# Cannot remove new block as the block 1001 is still used by token 3.
removed = manager.remove_skipped_blocks(block_table, 6)
assert_block_id(removed, [])
manager.remove_skipped_blocks("test", 6)
assert_block_id(block_table, [null_block_id] + original_block_ids[1:])
# 7 tokens are computed. Token 0-3 are out of the sliding window.
# Block 1001 can be removed and block 1000 is already removed.
removed = manager.remove_skipped_blocks(block_table, 7)
assert_block_id(removed, [original_block_ids[1]])
manager.remove_skipped_blocks("test", 7)
assert_block_id(block_table, [null_block_id] * 2 + original_block_ids[2:])
# 11 tokens are computed. Token 0-7 are out of the sliding window.
# Block 1002 & 1003 can be removed now. Block 1003 represents a longer
# sequence, and is expected to be evicted earlier than 1002, so the order
# of removed blocks should be [1003, 1002].
removed = manager.remove_skipped_blocks(block_table, 11)
assert_block_id(removed, [original_block_ids[3], original_block_ids[2]])
manager.remove_skipped_blocks("test", 11)
assert_block_id(block_table, [null_block_id] * 4 + original_block_ids[4:])