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sgl-project--sglang/python/sglang/srt/model_executor/forward_context.py
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chore: import upstream snapshot with attribution
2026-07-13 12:38:16 +08:00

85 lines
2.8 KiB
Python

"""Per-forward-call control context.
Owns ForwardContext — a frozen dataclass holding control configs the model
layer reads at depth via get_forward_context(). The only mandatory field
today is attn_backend; pool refs are derived from attn_backend.*
(every backend caches them at __init__), so a published ForwardContext
is enough to resolve the active pools without a separate global.
ModelRunner._forward_raw publishes a fresh ForwardContext for the
duration of each forward; callers that need a per-call override (PDmux
per-stream backend, frozen-KV MTP draft loop, TBO per-child dispatch) use
dataclasses.replace and wrap the override scope with forward_context().
Distinct from sglang.srt.model_executor.runner_backend_utils.tc_piecewise_cuda_graph.TcPiecewiseForwardContext,
which collects compilation-time refs for the piecewise CUDA graph backend.
Concurrency: _current is a plain module-level global, not thread-local.
This matches the global_server_args precedent and is safe because each
forward runs synchronously on a single Python thread per worker process. If
worker threads ever share a process, migrate to contextvars.ContextVar.
"""
from __future__ import annotations
from contextlib import contextmanager
from dataclasses import dataclass
from typing import TYPE_CHECKING, Optional
if TYPE_CHECKING:
from sglang.srt.layers.attention.base_attn_backend import AttentionBackend
from sglang.srt.mem_cache.memory_pool import KVCache, ReqToTokenPool
@dataclass(frozen=True, slots=True)
class ForwardContext:
"""Per-forward-call control configs. Read via get_forward_context();
extend by adding fields here. Frozen so accidental mutation raises at
write time — use dataclasses.replace for per-call overrides."""
attn_backend: AttentionBackend
_current: Optional[ForwardContext] = None
def set_forward_context(ctx: Optional[ForwardContext]) -> Optional[ForwardContext]:
"""Set the active context; return the previous one for explicit
save/restore. Prefer the forward_context() context manager."""
global _current
prev, _current = _current, ctx
return prev
def has_forward_context() -> bool:
return _current is not None
def get_forward_context() -> ForwardContext:
assert _current is not None, (
"no forward context active — call forward_context(...) or set_forward_context(...) "
"before reading get_forward_context()."
)
return _current
def get_attn_backend() -> AttentionBackend:
return get_forward_context().attn_backend
def get_token_to_kv_pool() -> KVCache:
return get_attn_backend().token_to_kv_pool
def get_req_to_token_pool() -> ReqToTokenPool:
return get_attn_backend().req_to_token_pool
@contextmanager
def forward_context(ctx: ForwardContext):
prev = set_forward_context(ctx)
try:
yield
finally:
set_forward_context(prev)