vllm/vllm/core/block/interfaces.py
2024-05-02 14:31:20 -07:00

206 lines
4.8 KiB
Python

from abc import ABC, abstractmethod
from typing import Dict, FrozenSet, List, Optional, Protocol
from vllm.utils import Device
BlockId = int
class Block(ABC):
@abstractmethod
def append_token_ids(self, token_ids: List[int]) -> None:
pass
@property
@abstractmethod
def block_id(self) -> Optional[int]:
pass
@block_id.setter
@abstractmethod
def block_id(self, value: Optional[int]) -> None:
"""NOTE: Do not use this API outside Block."""
self._block_id = value
@property
@abstractmethod
def token_ids(self) -> List[int]:
pass
@property
@abstractmethod
def num_empty_slots(self) -> int:
pass
@property
@abstractmethod
def is_full(self) -> bool:
pass
@property
@abstractmethod
def prev_block(self) -> Optional["Block"]:
pass
@property
@abstractmethod
def computed(self) -> bool:
raise NotImplementedError
@computed.setter
@abstractmethod
def computed(self, value) -> bool:
"""Should be only used by PrefixCacingAllocator"""
raise NotImplementedError
@property
@abstractmethod
def last_accessed(self) -> float:
raise NotImplementedError
@last_accessed.setter
@abstractmethod
def last_accessed(self, last_accessed_ts: float):
raise NotImplementedError
class Factory(Protocol):
@abstractmethod
def __call__(
self,
prev_block: Optional["Block"],
token_ids: List[int],
block_size: int,
allocator: "BlockAllocator",
block_id: Optional[int] = None,
) -> "Block":
pass
@property
@abstractmethod
def content_hash(self) -> Optional[int]:
"""Return the content-based hash of the current block, or None if it is
not yet defined or not supported.
For the content-based hash to be defined, the current block must be
full.
"""
return None
class BlockAllocator(ABC):
@abstractmethod
def allocate_mutable(self, prev_block: Optional[Block]) -> Block:
pass
@abstractmethod
def allocate_immutable(self, prev_block: Optional[Block],
token_ids: List[int]) -> Block:
pass
@abstractmethod
def free(self, block: Block) -> None:
pass
@abstractmethod
def fork(self, last_block: Block) -> List[Block]:
pass
@abstractmethod
def get_num_total_blocks(self) -> int:
pass
@abstractmethod
def get_num_free_blocks(self) -> int:
pass
@property
@abstractmethod
def all_block_ids(self) -> FrozenSet[int]:
pass
@abstractmethod
def clear_copy_on_writes(self) -> Dict[int, List[int]]:
pass
@abstractmethod
def mark_blocks_as_accessed(self, block_ids: List[int],
now: float) -> None:
pass
@abstractmethod
def mark_blocks_as_computed(self, block_ids: List[int]) -> None:
pass
@abstractmethod
def get_common_computed_block_ids(
self, seq_block_ids: List[List[int]]) -> List[int]:
pass
@abstractmethod
def cow_block_if_not_appendable(self, block: Block) -> Optional["BlockId"]:
"""NOTE: This should not be used besides Block"""
pass
@abstractmethod
def promote_to_immutable_block(self, block: Block) -> BlockId:
"""NOTE: This should not be used besides Block"""
pass
class NoFreeBlocksError(ValueError):
pass
class DeviceAwareBlockAllocator(ABC):
@abstractmethod
def allocate_mutable(self, prev_block: Optional[Block],
device: Device) -> Block:
pass
@abstractmethod
def allocate_immutable(self, prev_block: Optional[Block],
token_ids: List[int], device: Device) -> Block:
pass
@abstractmethod
def get_num_free_blocks(self, device: Device) -> int:
pass
@abstractmethod
def get_num_total_blocks(self, device: Device) -> int:
pass
@abstractmethod
def free(self, block: Block) -> None:
pass
@abstractmethod
def fork(self, last_block: Block) -> List[Block]:
pass
@property
@abstractmethod
def all_block_ids(self) -> FrozenSet[int]:
pass
@abstractmethod
def clear_copy_on_writes(self) -> Dict[int, List[int]]:
pass
@abstractmethod
def mark_blocks_as_accessed(self, block_ids: List[int],
now: float) -> None:
pass
@abstractmethod
def mark_blocks_as_computed(self, block_ids: List[int]) -> None:
pass
@abstractmethod
def get_common_computed_block_ids(
self, seq_block_ids: List[List[int]]) -> List[int]:
pass