Move cache classes to llama_cache submodule.
This commit is contained in:
parent
6981597835
commit
3b92419132
2 changed files with 157 additions and 140 deletions
|
@ -3,7 +3,6 @@ import sys
|
||||||
import uuid
|
import uuid
|
||||||
import time
|
import time
|
||||||
import multiprocessing
|
import multiprocessing
|
||||||
from abc import ABC, abstractmethod
|
|
||||||
from typing import (
|
from typing import (
|
||||||
List,
|
List,
|
||||||
Optional,
|
Optional,
|
||||||
|
@ -12,16 +11,20 @@ from typing import (
|
||||||
Sequence,
|
Sequence,
|
||||||
Iterator,
|
Iterator,
|
||||||
Deque,
|
Deque,
|
||||||
Tuple,
|
|
||||||
Callable,
|
Callable,
|
||||||
)
|
)
|
||||||
from collections import deque, OrderedDict
|
from collections import deque
|
||||||
|
|
||||||
import diskcache
|
|
||||||
import ctypes
|
import ctypes
|
||||||
|
|
||||||
from .llama_types import *
|
from .llama_types import *
|
||||||
from .llama_grammar import LlamaGrammar
|
from .llama_grammar import LlamaGrammar
|
||||||
|
from .llama_cache import (
|
||||||
|
BaseLlamaCache,
|
||||||
|
LlamaCache, # type: ignore
|
||||||
|
LlamaDiskCache, # type: ignore
|
||||||
|
LlamaRAMCache, # type: ignore
|
||||||
|
)
|
||||||
import llama_cpp.llama_cpp as llama_cpp
|
import llama_cpp.llama_cpp as llama_cpp
|
||||||
import llama_cpp.llama_chat_format as llama_chat_format
|
import llama_cpp.llama_chat_format as llama_chat_format
|
||||||
|
|
||||||
|
@ -31,142 +34,6 @@ import numpy.typing as npt
|
||||||
from ._utils import suppress_stdout_stderr
|
from ._utils import suppress_stdout_stderr
|
||||||
|
|
||||||
|
|
||||||
class BaseLlamaCache(ABC):
|
|
||||||
"""Base cache class for a llama.cpp model."""
|
|
||||||
|
|
||||||
def __init__(self, capacity_bytes: int = (2 << 30)):
|
|
||||||
self.capacity_bytes = capacity_bytes
|
|
||||||
|
|
||||||
@property
|
|
||||||
@abstractmethod
|
|
||||||
def cache_size(self) -> int:
|
|
||||||
raise NotImplementedError
|
|
||||||
|
|
||||||
def _find_longest_prefix_key(
|
|
||||||
self,
|
|
||||||
key: Tuple[int, ...],
|
|
||||||
) -> Optional[Tuple[int, ...]]:
|
|
||||||
pass
|
|
||||||
|
|
||||||
@abstractmethod
|
|
||||||
def __getitem__(self, key: Sequence[int]) -> "LlamaState":
|
|
||||||
raise NotImplementedError
|
|
||||||
|
|
||||||
@abstractmethod
|
|
||||||
def __contains__(self, key: Sequence[int]) -> bool:
|
|
||||||
raise NotImplementedError
|
|
||||||
|
|
||||||
@abstractmethod
|
|
||||||
def __setitem__(self, key: Sequence[int], value: "LlamaState") -> None:
|
|
||||||
raise NotImplementedError
|
|
||||||
|
|
||||||
|
|
||||||
class LlamaRAMCache(BaseLlamaCache):
|
|
||||||
"""Cache for a llama.cpp model using RAM."""
|
|
||||||
|
|
||||||
def __init__(self, capacity_bytes: int = (2 << 30)):
|
|
||||||
super().__init__(capacity_bytes)
|
|
||||||
self.capacity_bytes = capacity_bytes
|
|
||||||
self.cache_state: OrderedDict[Tuple[int, ...], "LlamaState"] = OrderedDict()
|
|
||||||
|
|
||||||
@property
|
|
||||||
def cache_size(self):
|
|
||||||
return sum([state.llama_state_size for state in self.cache_state.values()])
|
|
||||||
|
|
||||||
def _find_longest_prefix_key(
|
|
||||||
self,
|
|
||||||
key: Tuple[int, ...],
|
|
||||||
) -> Optional[Tuple[int, ...]]:
|
|
||||||
min_len = 0
|
|
||||||
min_key = None
|
|
||||||
keys = (
|
|
||||||
(k, Llama.longest_token_prefix(k, key)) for k in self.cache_state.keys()
|
|
||||||
)
|
|
||||||
for k, prefix_len in keys:
|
|
||||||
if prefix_len > min_len:
|
|
||||||
min_len = prefix_len
|
|
||||||
min_key = k
|
|
||||||
return min_key
|
|
||||||
|
|
||||||
def __getitem__(self, key: Sequence[int]) -> "LlamaState":
|
|
||||||
key = tuple(key)
|
|
||||||
_key = self._find_longest_prefix_key(key)
|
|
||||||
if _key is None:
|
|
||||||
raise KeyError("Key not found")
|
|
||||||
value = self.cache_state[_key]
|
|
||||||
self.cache_state.move_to_end(_key)
|
|
||||||
return value
|
|
||||||
|
|
||||||
def __contains__(self, key: Sequence[int]) -> bool:
|
|
||||||
return self._find_longest_prefix_key(tuple(key)) is not None
|
|
||||||
|
|
||||||
def __setitem__(self, key: Sequence[int], value: "LlamaState"):
|
|
||||||
key = tuple(key)
|
|
||||||
if key in self.cache_state:
|
|
||||||
del self.cache_state[key]
|
|
||||||
self.cache_state[key] = value
|
|
||||||
while self.cache_size > self.capacity_bytes and len(self.cache_state) > 0:
|
|
||||||
self.cache_state.popitem(last=False)
|
|
||||||
|
|
||||||
|
|
||||||
# Alias for backwards compatibility
|
|
||||||
LlamaCache = LlamaRAMCache
|
|
||||||
|
|
||||||
|
|
||||||
class LlamaDiskCache(BaseLlamaCache):
|
|
||||||
"""Cache for a llama.cpp model using disk."""
|
|
||||||
|
|
||||||
def __init__(
|
|
||||||
self, cache_dir: str = ".cache/llama_cache", capacity_bytes: int = (2 << 30)
|
|
||||||
):
|
|
||||||
super().__init__(capacity_bytes)
|
|
||||||
self.cache = diskcache.Cache(cache_dir)
|
|
||||||
|
|
||||||
@property
|
|
||||||
def cache_size(self):
|
|
||||||
return int(self.cache.volume()) # type: ignore
|
|
||||||
|
|
||||||
def _find_longest_prefix_key(
|
|
||||||
self,
|
|
||||||
key: Tuple[int, ...],
|
|
||||||
) -> Optional[Tuple[int, ...]]:
|
|
||||||
min_len = 0
|
|
||||||
min_key: Optional[Tuple[int, ...]] = None
|
|
||||||
for k in self.cache.iterkeys(): # type: ignore
|
|
||||||
prefix_len = Llama.longest_token_prefix(k, key)
|
|
||||||
if prefix_len > min_len:
|
|
||||||
min_len = prefix_len
|
|
||||||
min_key = k # type: ignore
|
|
||||||
return min_key
|
|
||||||
|
|
||||||
def __getitem__(self, key: Sequence[int]) -> "LlamaState":
|
|
||||||
key = tuple(key)
|
|
||||||
_key = self._find_longest_prefix_key(key)
|
|
||||||
if _key is None:
|
|
||||||
raise KeyError("Key not found")
|
|
||||||
value: "LlamaState" = self.cache.pop(_key) # type: ignore
|
|
||||||
# NOTE: This puts an integer as key in cache, which breaks,
|
|
||||||
# Llama.longest_token_prefix(k, key) above since k is not a tuple of ints/tokens
|
|
||||||
# self.cache.push(_key, side="front") # type: ignore
|
|
||||||
return value
|
|
||||||
|
|
||||||
def __contains__(self, key: Sequence[int]) -> bool:
|
|
||||||
return self._find_longest_prefix_key(tuple(key)) is not None
|
|
||||||
|
|
||||||
def __setitem__(self, key: Sequence[int], value: "LlamaState"):
|
|
||||||
print("LlamaDiskCache.__setitem__: called", file=sys.stderr)
|
|
||||||
key = tuple(key)
|
|
||||||
if key in self.cache:
|
|
||||||
print("LlamaDiskCache.__setitem__: delete", file=sys.stderr)
|
|
||||||
del self.cache[key]
|
|
||||||
self.cache[key] = value
|
|
||||||
print("LlamaDiskCache.__setitem__: set", file=sys.stderr)
|
|
||||||
while self.cache_size > self.capacity_bytes and len(self.cache) > 0:
|
|
||||||
key_to_remove = next(iter(self.cache))
|
|
||||||
del self.cache[key_to_remove]
|
|
||||||
print("LlamaDiskCache.__setitem__: trim", file=sys.stderr)
|
|
||||||
|
|
||||||
|
|
||||||
class LlamaState:
|
class LlamaState:
|
||||||
def __init__(
|
def __init__(
|
||||||
self,
|
self,
|
||||||
|
|
150
llama_cpp/llama_cache.py
Normal file
150
llama_cpp/llama_cache.py
Normal file
|
@ -0,0 +1,150 @@
|
||||||
|
import sys
|
||||||
|
from abc import ABC, abstractmethod
|
||||||
|
from typing import (
|
||||||
|
Optional,
|
||||||
|
Sequence,
|
||||||
|
Tuple,
|
||||||
|
)
|
||||||
|
from collections import OrderedDict
|
||||||
|
|
||||||
|
import diskcache
|
||||||
|
|
||||||
|
import llama_cpp.llama
|
||||||
|
|
||||||
|
from .llama_types import *
|
||||||
|
|
||||||
|
|
||||||
|
class BaseLlamaCache(ABC):
|
||||||
|
"""Base cache class for a llama.cpp model."""
|
||||||
|
|
||||||
|
def __init__(self, capacity_bytes: int = (2 << 30)):
|
||||||
|
self.capacity_bytes = capacity_bytes
|
||||||
|
|
||||||
|
@property
|
||||||
|
@abstractmethod
|
||||||
|
def cache_size(self) -> int:
|
||||||
|
raise NotImplementedError
|
||||||
|
|
||||||
|
def _find_longest_prefix_key(
|
||||||
|
self,
|
||||||
|
key: Tuple[int, ...],
|
||||||
|
) -> Optional[Tuple[int, ...]]:
|
||||||
|
pass
|
||||||
|
|
||||||
|
@abstractmethod
|
||||||
|
def __getitem__(self, key: Sequence[int]) -> "llama_cpp.llama.LlamaState":
|
||||||
|
raise NotImplementedError
|
||||||
|
|
||||||
|
@abstractmethod
|
||||||
|
def __contains__(self, key: Sequence[int]) -> bool:
|
||||||
|
raise NotImplementedError
|
||||||
|
|
||||||
|
@abstractmethod
|
||||||
|
def __setitem__(self, key: Sequence[int], value: "llama_cpp.llama.LlamaState") -> None:
|
||||||
|
raise NotImplementedError
|
||||||
|
|
||||||
|
|
||||||
|
class LlamaRAMCache(BaseLlamaCache):
|
||||||
|
"""Cache for a llama.cpp model using RAM."""
|
||||||
|
|
||||||
|
def __init__(self, capacity_bytes: int = (2 << 30)):
|
||||||
|
super().__init__(capacity_bytes)
|
||||||
|
self.capacity_bytes = capacity_bytes
|
||||||
|
self.cache_state: OrderedDict[Tuple[int, ...], "llama_cpp.llama.LlamaState"] = OrderedDict()
|
||||||
|
|
||||||
|
@property
|
||||||
|
def cache_size(self):
|
||||||
|
return sum([state.llama_state_size for state in self.cache_state.values()])
|
||||||
|
|
||||||
|
def _find_longest_prefix_key(
|
||||||
|
self,
|
||||||
|
key: Tuple[int, ...],
|
||||||
|
) -> Optional[Tuple[int, ...]]:
|
||||||
|
min_len = 0
|
||||||
|
min_key = None
|
||||||
|
keys = (
|
||||||
|
(k, llama_cpp.llama.Llama.longest_token_prefix(k, key)) for k in self.cache_state.keys()
|
||||||
|
)
|
||||||
|
for k, prefix_len in keys:
|
||||||
|
if prefix_len > min_len:
|
||||||
|
min_len = prefix_len
|
||||||
|
min_key = k
|
||||||
|
return min_key
|
||||||
|
|
||||||
|
def __getitem__(self, key: Sequence[int]) -> "llama_cpp.llama.LlamaState":
|
||||||
|
key = tuple(key)
|
||||||
|
_key = self._find_longest_prefix_key(key)
|
||||||
|
if _key is None:
|
||||||
|
raise KeyError("Key not found")
|
||||||
|
value = self.cache_state[_key]
|
||||||
|
self.cache_state.move_to_end(_key)
|
||||||
|
return value
|
||||||
|
|
||||||
|
def __contains__(self, key: Sequence[int]) -> bool:
|
||||||
|
return self._find_longest_prefix_key(tuple(key)) is not None
|
||||||
|
|
||||||
|
def __setitem__(self, key: Sequence[int], value: "llama_cpp.llama.LlamaState"):
|
||||||
|
key = tuple(key)
|
||||||
|
if key in self.cache_state:
|
||||||
|
del self.cache_state[key]
|
||||||
|
self.cache_state[key] = value
|
||||||
|
while self.cache_size > self.capacity_bytes and len(self.cache_state) > 0:
|
||||||
|
self.cache_state.popitem(last=False)
|
||||||
|
|
||||||
|
|
||||||
|
# Alias for backwards compatibility
|
||||||
|
LlamaCache = LlamaRAMCache
|
||||||
|
|
||||||
|
|
||||||
|
class LlamaDiskCache(BaseLlamaCache):
|
||||||
|
"""Cache for a llama.cpp model using disk."""
|
||||||
|
|
||||||
|
def __init__(
|
||||||
|
self, cache_dir: str = ".cache/llama_cache", capacity_bytes: int = (2 << 30)
|
||||||
|
):
|
||||||
|
super().__init__(capacity_bytes)
|
||||||
|
self.cache = diskcache.Cache(cache_dir)
|
||||||
|
|
||||||
|
@property
|
||||||
|
def cache_size(self):
|
||||||
|
return int(self.cache.volume()) # type: ignore
|
||||||
|
|
||||||
|
def _find_longest_prefix_key(
|
||||||
|
self,
|
||||||
|
key: Tuple[int, ...],
|
||||||
|
) -> Optional[Tuple[int, ...]]:
|
||||||
|
min_len = 0
|
||||||
|
min_key: Optional[Tuple[int, ...]] = None
|
||||||
|
for k in self.cache.iterkeys(): # type: ignore
|
||||||
|
prefix_len = llama_cpp.llama.Llama.longest_token_prefix(k, key)
|
||||||
|
if prefix_len > min_len:
|
||||||
|
min_len = prefix_len
|
||||||
|
min_key = k # type: ignore
|
||||||
|
return min_key
|
||||||
|
|
||||||
|
def __getitem__(self, key: Sequence[int]) -> "llama_cpp.llama.LlamaState":
|
||||||
|
key = tuple(key)
|
||||||
|
_key = self._find_longest_prefix_key(key)
|
||||||
|
if _key is None:
|
||||||
|
raise KeyError("Key not found")
|
||||||
|
value: "llama_cpp.llama.LlamaState" = self.cache.pop(_key) # type: ignore
|
||||||
|
# NOTE: This puts an integer as key in cache, which breaks,
|
||||||
|
# Llama.longest_token_prefix(k, key) above since k is not a tuple of ints/tokens
|
||||||
|
# self.cache.push(_key, side="front") # type: ignore
|
||||||
|
return value
|
||||||
|
|
||||||
|
def __contains__(self, key: Sequence[int]) -> bool:
|
||||||
|
return self._find_longest_prefix_key(tuple(key)) is not None
|
||||||
|
|
||||||
|
def __setitem__(self, key: Sequence[int], value: "llama_cpp.llama.LlamaState"):
|
||||||
|
print("LlamaDiskCache.__setitem__: called", file=sys.stderr)
|
||||||
|
key = tuple(key)
|
||||||
|
if key in self.cache:
|
||||||
|
print("LlamaDiskCache.__setitem__: delete", file=sys.stderr)
|
||||||
|
del self.cache[key]
|
||||||
|
self.cache[key] = value
|
||||||
|
print("LlamaDiskCache.__setitem__: set", file=sys.stderr)
|
||||||
|
while self.cache_size > self.capacity_bytes and len(self.cache) > 0:
|
||||||
|
key_to_remove = next(iter(self.cache))
|
||||||
|
del self.cache[key_to_remove]
|
||||||
|
print("LlamaDiskCache.__setitem__: trim", file=sys.stderr)
|
Loading…
Reference in a new issue