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