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87 lines
2.7 KiB
Python
87 lines
2.7 KiB
Python
import os
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import platform
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import sys
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from array import array
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from functools import lru_cache
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from typing import Any, Optional
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def _cpu_supports_avx2() -> bool:
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if platform.machine().lower() not in ("x86_64", "amd64"):
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return False
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try:
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with open("/proc/cpuinfo", "r", encoding="utf-8", errors="ignore") as f:
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return "avx2" in f.read().lower()
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except OSError:
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return False
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@lru_cache(maxsize=1)
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def _load_native_hash_module() -> Any:
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if sys.byteorder != "little" or not sys.platform.startswith("linux"):
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raise RuntimeError(
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"HiCache native hash is only supported on little-endian Linux"
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)
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try:
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from torch.utils.cpp_extension import load
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abs_path = os.path.dirname(os.path.abspath(__file__))
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extra_cflags = ["-O3", "-std=c++17", "-DNDEBUG"]
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if _cpu_supports_avx2():
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extra_cflags.append("-mavx2")
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return load(
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name="hicache_hash_cpp",
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sources=[f"{abs_path}/hash_binding.cpp"],
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extra_cflags=extra_cflags,
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extra_ldflags=["-lcrypto"],
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with_cuda=False,
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verbose=False,
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)
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except Exception as exc:
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raise RuntimeError("Failed to load HiCache native hash extension") from exc
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def _native_hash_input(token_ids: Any) -> tuple[array, int, int, bool]:
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raw_token_ids = getattr(token_ids, "raw_token_ids", None)
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raw = (
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raw_token_ids()
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if raw_token_ids is not None
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else getattr(token_ids, "token_ids", token_ids)
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)
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logical_len = len(token_ids)
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is_bigram = getattr(token_ids, "is_bigram", False)
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if isinstance(raw, array) and raw.typecode in ("I", "q", "Q", "L"):
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if is_bigram and logical_len > 0 and len(raw) < logical_len + 1:
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raise ValueError("bigram token buffer is shorter than logical length")
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return raw, logical_len, 2 if is_bigram else 1, is_bigram
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if is_bigram:
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return array("I", raw[: logical_len + 1]), logical_len, 2, is_bigram
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if logical_len == 0:
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return array("I"), logical_len, 1, is_bigram
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first_token = raw[0]
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if isinstance(first_token, tuple):
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unit_width = len(first_token)
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return (
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array("I", (elem for token in raw[:logical_len] for elem in token)),
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logical_len,
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unit_width,
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is_bigram,
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)
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return array("I", raw[:logical_len]), logical_len, 1, is_bigram
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def get_native_hash(
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token_ids: Any, prior_digest: Optional[bytes], page_size: Optional[int] = None
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) -> str | list[str]:
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raw, logical_len, unit_width, is_bigram = _native_hash_input(token_ids)
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return _load_native_hash_module().get_hash(
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raw, logical_len, unit_width, is_bigram, prior_digest, page_size
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)
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