Sync from v0.13
This commit is contained in:
97
vllm/v1/kv_offload/backend.py
Normal file
97
vllm/v1/kv_offload/backend.py
Normal file
@@ -0,0 +1,97 @@
|
||||
# SPDX-License-Identifier: Apache-2.0
|
||||
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
|
||||
import ctypes
|
||||
from abc import ABC, abstractmethod
|
||||
from collections.abc import Iterable
|
||||
|
||||
from vllm.v1.core.kv_cache_utils import BlockHash
|
||||
from vllm.v1.kv_offload.abstract import LoadStoreSpec
|
||||
|
||||
|
||||
class BlockStatus(ctypes.Structure):
|
||||
"""
|
||||
Offloading status for a single block of KV data.
|
||||
Holds the following information:
|
||||
|
||||
ref_cnt - the current number of transfers using this block as a source.
|
||||
A value of -1 indicates the block is not yet ready to be read.
|
||||
load_store_spec - backend-specific information on how to actually
|
||||
read/write the block.
|
||||
"""
|
||||
|
||||
_fields_ = [("ref_cnt", ctypes.c_int32)]
|
||||
|
||||
def __init__(self):
|
||||
super().__init__()
|
||||
# initialize block as "not ready" (ref_cnt = -1)
|
||||
self.ref_cnt = -1
|
||||
|
||||
@property
|
||||
def is_ready(self) -> bool:
|
||||
"""
|
||||
Returns whether the block is ready to be read.
|
||||
"""
|
||||
return self.ref_cnt >= 0
|
||||
|
||||
|
||||
class Backend(ABC):
|
||||
"""
|
||||
An abstract class for allocating and returning specs for writing
|
||||
KV blocks to some backend.
|
||||
"""
|
||||
|
||||
def __init__(self, block_size: int, medium: str):
|
||||
self.block_size = block_size
|
||||
self.medium = medium
|
||||
|
||||
@abstractmethod
|
||||
def get_num_free_blocks(self):
|
||||
"""
|
||||
Returns the number of current number of blocks that can be allocated.
|
||||
"""
|
||||
pass
|
||||
|
||||
@abstractmethod
|
||||
def allocate_blocks(self, block_hashes: list[BlockHash]) -> list[BlockStatus]:
|
||||
"""
|
||||
Allocate space for writing blocks.
|
||||
This method assumes there is enough space for allocation.
|
||||
It is unsafe to use without checking get_num_free_blocks beforehand.
|
||||
|
||||
Args:
|
||||
block_hashes: the hashes identifying the blocks to be written.
|
||||
|
||||
Returns:
|
||||
A list of BlockStatus for the allocated blocks.
|
||||
The ref_cnt of each returned item will be -1, meaning the block
|
||||
is not yet ready to be read.
|
||||
"""
|
||||
pass
|
||||
|
||||
@abstractmethod
|
||||
def free(self, block: BlockStatus):
|
||||
"""
|
||||
Free a previously allocated block.
|
||||
You should only call this function with blocks returned by
|
||||
allocate_blocks, and only once per each block.
|
||||
|
||||
Args:
|
||||
block: The block to be freed.
|
||||
"""
|
||||
pass
|
||||
|
||||
def get_load_store_spec(
|
||||
self, block_hashes: Iterable[BlockHash], blocks: Iterable[BlockStatus]
|
||||
) -> LoadStoreSpec:
|
||||
"""
|
||||
Get backend-specific information on how to read/write blocks.
|
||||
|
||||
Args:
|
||||
block_hashes: the list of block hashes identifying the blocks.
|
||||
blocks: the list of blocks.
|
||||
|
||||
Returns:
|
||||
A LoadStoreSpec that can be used by a worker
|
||||
to read/write the blocks.
|
||||
"""
|
||||
raise NotImplementedError
|
||||
Reference in New Issue
Block a user