Fix mamba checkpoint depth under dcp (#34808)
This commit is contained in:
@@ -0,0 +1,74 @@
|
||||
"""The donated mamba checkpoint depth must land on the tree page.
|
||||
|
||||
DCP widens the tree page past the mamba chunk grid. A checkpoint picked on the
|
||||
finer grid names a depth no radix node can carry, so it gets attached to the
|
||||
preceding node and a later request resumes from a state that already covers
|
||||
tokens past that node.
|
||||
"""
|
||||
|
||||
import unittest
|
||||
from array import array
|
||||
from types import SimpleNamespace
|
||||
from unittest.mock import MagicMock
|
||||
|
||||
import torch
|
||||
|
||||
from sglang.srt.managers.schedule_batch import Req, ScheduleBatch
|
||||
from sglang.srt.sampling.sampling_params import SamplingParams
|
||||
from sglang.srt.server_args import (
|
||||
ServerArgs,
|
||||
set_global_server_args_for_scheduler,
|
||||
)
|
||||
from sglang.test.ci.ci_register import register_cpu_ci
|
||||
|
||||
register_cpu_ci(est_time=1, suite="base-a-test-cpu")
|
||||
|
||||
CHUNK = 64
|
||||
|
||||
|
||||
def _track_seqlen(*, tree_page: int, prefix_len: int, extend_len: int) -> int:
|
||||
"""Run one extend through the tracker and report the donated depth."""
|
||||
server_args = ServerArgs(model_path="dummy", page_size=CHUNK)
|
||||
# The property would otherwise load the HF config for the dummy model.
|
||||
server_args._mamba_cache_chunk_size = CHUNK
|
||||
set_global_server_args_for_scheduler(server_args)
|
||||
|
||||
sampling_params = SamplingParams(max_new_tokens=1)
|
||||
sampling_params.normalize(None)
|
||||
req = Req(
|
||||
rid="req",
|
||||
origin_input_text="",
|
||||
origin_input_ids=array("q", [1] * (prefix_len + extend_len)),
|
||||
sampling_params=sampling_params,
|
||||
vocab_size=128,
|
||||
)
|
||||
req.prefix_indices = torch.arange(prefix_len, dtype=torch.int64)
|
||||
req.set_extend_range(prefix_len, prefix_len + extend_len)
|
||||
req.mamba_ping_pong_track_buffer = torch.tensor([0, 1], dtype=torch.int64)
|
||||
req.mamba_next_track_idx = 0
|
||||
req.mamba_branching_seqlen = None
|
||||
|
||||
batch = ScheduleBatch(reqs=[req])
|
||||
batch.tree_cache = SimpleNamespace(page_size=tree_page)
|
||||
batch.req_to_token_pool = MagicMock()
|
||||
batch.req_to_token_pool.get_mamba_ping_pong_other_idx.return_value = 1
|
||||
|
||||
batch._mamba_radix_cache_v2_req_prepare_for_extend(req)
|
||||
return req.mamba_last_track_seqlen
|
||||
|
||||
|
||||
class TestMambaCheckpointDepth(unittest.TestCase):
|
||||
def test_widened_tree_page_moves_the_donated_depth_onto_it(self):
|
||||
# 4066 tokens past a 16384 prefix: the chunk grid would stop at 20416,
|
||||
# which a 256-token page cannot name.
|
||||
depth = _track_seqlen(tree_page=256, prefix_len=16384, extend_len=4066)
|
||||
self.assertEqual(depth % 256, 0)
|
||||
self.assertEqual(depth, 20224)
|
||||
|
||||
def test_unwidened_tree_page_keeps_the_chunk_grid(self):
|
||||
depth = _track_seqlen(tree_page=CHUNK, prefix_len=16384, extend_len=4066)
|
||||
self.assertEqual(depth, 20416)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
unittest.main()
|
||||
@@ -261,8 +261,20 @@ def _write_backup(cache, node, write_back: bool = False) -> int:
|
||||
)
|
||||
|
||||
|
||||
def build_fixture(cfg: CacheConfig, *, enable_kv_cache_events: bool = False):
|
||||
"""Create (tree, allocator, req_to_token_pool) from a CacheConfig."""
|
||||
def build_fixture(
|
||||
cfg: CacheConfig,
|
||||
*,
|
||||
enable_kv_cache_events: bool = False,
|
||||
tree_page_size: Optional[int] = None,
|
||||
mamba_cache_chunk_size: Optional[int] = None,
|
||||
):
|
||||
"""Create (tree, allocator, req_to_token_pool) from a CacheConfig.
|
||||
|
||||
``tree_page_size`` stands in for DCP, which widens the tree page past the
|
||||
``page_size`` the rest of the config still sees. It only reaches values
|
||||
derived from the tree page: the allocator keeps ``cfg.page_size``, whereas
|
||||
DCP sets the two equal, so do not read insert or match behaviour off it.
|
||||
"""
|
||||
server_args = ServerArgs(
|
||||
model_path="dummy",
|
||||
page_size=cfg.page_size,
|
||||
@@ -271,7 +283,11 @@ def build_fixture(cfg: CacheConfig, *, enable_kv_cache_events: bool = False):
|
||||
# MambaRadixCache reads mamba_cache_chunk_size, whose property otherwise
|
||||
# loads the HF config for self.model_path — impossible for the dummy model.
|
||||
# Mirror the property's default for a dummy HF config: FLA_CHUNK_SIZE.
|
||||
server_args._mamba_cache_chunk_size = max(FLA_CHUNK_SIZE, cfg.page_size)
|
||||
server_args._mamba_cache_chunk_size = (
|
||||
max(FLA_CHUNK_SIZE, cfg.page_size)
|
||||
if mamba_cache_chunk_size is None
|
||||
else mamba_cache_chunk_size
|
||||
)
|
||||
set_global_server_args_for_scheduler(server_args)
|
||||
device = get_device()
|
||||
|
||||
@@ -372,7 +388,7 @@ def build_fixture(cfg: CacheConfig, *, enable_kv_cache_events: bool = False):
|
||||
cache_init_params = CacheInitParams(
|
||||
req_to_token_pool=req_to_token_pool,
|
||||
token_to_kv_pool_allocator=allocator,
|
||||
page_size=cfg.page_size,
|
||||
page_size=cfg.page_size if tree_page_size is None else tree_page_size,
|
||||
disable=False,
|
||||
sliding_window_size=cfg.sliding_window_size,
|
||||
tree_components=cfg.components,
|
||||
@@ -5161,6 +5177,41 @@ class TestUnifiedMambaLRUMatchRefresh(CustomTestCase):
|
||||
self.assertGreater(order.index(a1), order.index(a2))
|
||||
|
||||
|
||||
class TestMambaCheckpointGrid(CustomTestCase):
|
||||
"""A donated mamba checkpoint is only reusable at a depth the tree can name.
|
||||
|
||||
``tree_page_size`` simulates DCP: it widens the page the tree allocates on
|
||||
while ``page_size`` and the mamba chunk grid stay where they are, which is
|
||||
exactly the split that lets a checkpoint land between two node boundaries.
|
||||
"""
|
||||
|
||||
cfg = CacheConfig(
|
||||
page_size=64,
|
||||
components=(ComponentType.FULL, ComponentType.MAMBA),
|
||||
enable_mamba_extra_buffer=True,
|
||||
kv_size=1024,
|
||||
max_context_len=1024,
|
||||
)
|
||||
|
||||
def _grid(self, cache):
|
||||
component = next(
|
||||
c
|
||||
for c in cache._components_tuple
|
||||
if c.component_type is ComponentType.MAMBA
|
||||
)
|
||||
return component.mamba_checkpoint_grid
|
||||
|
||||
def test_grid_follows_the_widened_tree_page(self):
|
||||
cache, _, _ = build_fixture(
|
||||
self.cfg, tree_page_size=256, mamba_cache_chunk_size=64
|
||||
)
|
||||
self.assertEqual(self._grid(cache), 256)
|
||||
|
||||
def test_grid_is_the_chunk_size_without_widening(self):
|
||||
cache, _, _ = build_fixture(self.cfg, mamba_cache_chunk_size=64)
|
||||
self.assertEqual(self._grid(cache), 64)
|
||||
|
||||
|
||||
class TestUnifiedRadixCacheInt8MambaCheckpoint(CustomTestCase):
|
||||
cfg = CacheConfig(
|
||||
components=(ComponentType.FULL, ComponentType.MAMBA),
|
||||
|
||||
Reference in New Issue
Block a user