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