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chore: import upstream snapshot with attribution
2026-07-13 12:38:16 +08:00

116 lines
3.3 KiB
Python

from __future__ import annotations
import sys
from typing import Tuple
import torch
from sglang.jit_kernel.kv_canary.consts import RealKvHashMode
from sglang.jit_kernel.kv_canary.verify import (
CANARY_SLOT_BYTES,
RealKvSource,
)
from sglang.srt.kv_canary.config import CanaryConfig
_PARTIAL_REAL_KV_READ_BYTES = 16
_REAL_KV_READ_ALIGN = 16
def resolve_real_kv_read_bytes(config: CanaryConfig) -> int:
if config.real_kv_hash_mode is RealKvHashMode.NONE:
return 0
if config.real_kv_hash_mode is RealKvHashMode.ALL:
return sys.maxsize
return _PARTIAL_REAL_KV_READ_BYTES
def alloc_canary_buf(
*,
num_slots: int,
device: torch.device,
) -> torch.Tensor:
return torch.zeros(num_slots, CANARY_SLOT_BYTES, dtype=torch.uint8, device=device)
def _clip_read_bytes_aligned(*, requested: int, num_bytes_per_token: int) -> int:
"""Validate and clip read_bytes for the CUDA fold kernel's 128-bit aligned loads.
Normalizes sentinels (``sys.maxsize`` -> ``num_bytes_per_token``, ``0`` -> ``0``) and
rejects negative / unaligned / oversized requests.
"""
if num_bytes_per_token <= 0 or num_bytes_per_token % _REAL_KV_READ_ALIGN != 0:
raise ValueError(
"kv-canary: num_bytes_per_token must be a positive multiple of "
f"{_REAL_KV_READ_ALIGN}, got {num_bytes_per_token}"
)
if requested == 0:
return 0
if requested == sys.maxsize:
return num_bytes_per_token
if requested < 0:
raise ValueError(f"kv-canary: read_bytes must be non-negative, got {requested}")
if requested > num_bytes_per_token:
raise ValueError(
"kv-canary: read_bytes must be <= num_bytes_per_token "
f"({num_bytes_per_token}), got {requested}"
)
if requested % _REAL_KV_READ_ALIGN != 0:
raise ValueError(
"kv-canary: read_bytes must be a multiple of "
f"{_REAL_KV_READ_ALIGN}, got {requested}"
)
return requested
def make_row_source(
*,
layer_buffer: torch.Tensor,
read_bytes: int,
) -> Tuple[RealKvSource, ...]:
contiguous = layer_buffer.contiguous()
num_slots = int(contiguous.shape[0])
if num_slots == 0 or read_bytes == 0:
return ()
flat = contiguous.view(torch.uint8).reshape(num_slots, -1)
num_bytes_per_token = int(flat.shape[1])
clipped = _clip_read_bytes_aligned(
requested=read_bytes, num_bytes_per_token=num_bytes_per_token
)
if clipped == 0:
return ()
return (
RealKvSource(
tensor=flat,
page_size=1,
num_bytes_per_token=num_bytes_per_token,
read_bytes=clipped,
),
)
def make_packed_source(
*,
page_buffer: torch.Tensor,
page_size: int,
bytes_per_token: int,
read_bytes: int,
) -> Tuple[RealKvSource, ...]:
if read_bytes == 0 or page_buffer.numel() == 0:
return ()
flat = page_buffer.contiguous().view(torch.uint8)
if flat.ndim == 1:
flat = flat.reshape(1, -1)
clipped = _clip_read_bytes_aligned(
requested=read_bytes, num_bytes_per_token=bytes_per_token
)
if clipped == 0:
return ()
return (
RealKvSource(
tensor=flat,
page_size=page_size,
num_bytes_per_token=bytes_per_token,
read_bytes=clipped,
),
)