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