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This commit is contained in:
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# Copyright 2023-2024 SGLang Team
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# ==============================================================================
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"""Profiler span helpers for hot SGLang code paths.
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A span has two independent emitters:
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* ``record_function`` -- emitted whenever a torch profiler is active, so spans
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show up in torch/Perfetto traces for free (no env, no extra package).
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* ``nvtx`` range -- emitted only when the caller opts in via ``nvtx_enabled``
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(wired to a per-subsystem ``SGLANG_ENABLE_NVTX_*`` gate) and the ``nvtx``
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package is importable, for Nsight Systems timelines.
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Decoupling the two lets every annotation site -- scheduler stages, batch-overlap
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ops, and the speculative-decoding / forward spans -- share one primitive.
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"""
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import logging
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from contextlib import ExitStack, contextmanager, nullcontext
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from functools import partial, wraps
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from typing import Optional
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import torch
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from sglang.srt.environ import envs
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logger = logging.getLogger(__name__)
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_SCHEDULER_NVTX = envs.SGLANG_ENABLE_NVTX_SCHEDULER.get()
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_OPERATIONS_NVTX = envs.SGLANG_ENABLE_NVTX_OPERATIONS.get()
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_nvtx_module = None
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if _SCHEDULER_NVTX or _OPERATIONS_NVTX:
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try:
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import nvtx as _nvtx_module # type: ignore
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except ImportError:
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logger.warning(
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"An SGLANG_ENABLE_NVTX_* flag is set, but the `nvtx` package is "
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"missing. NVTX markers are disabled; torch profiler spans still emit."
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)
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NVTX_AVAILABLE = _nvtx_module is not None
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# Per-subsystem nvtx gates: emit nvtx ranges only when the flag is set AND the
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# package is importable. The record_function path is independent of both.
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NVTX_SCHEDULER_ENABLED = _SCHEDULER_NVTX and NVTX_AVAILABLE
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NVTX_OPERATIONS_ENABLED = _OPERATIONS_NVTX and NVTX_AVAILABLE
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# Default nvtx colors for statically-named spans (only used on the nvtx path).
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_NVTX_COLOR_MAP = {
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"scheduler.recv_requests": "blue",
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"scheduler.process_input_requests": "purple",
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"scheduler.get_next_batch_to_run": "green",
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"scheduler.run_batch": "red",
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"scheduler.process_batch_result": "cyan",
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}
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_NULL_CONTEXT = nullcontext()
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@contextmanager
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def _profile_range_impl(
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debug_name: str, color: Optional[str], record: bool, nvtx_enabled: bool
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):
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with ExitStack() as stack:
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if record:
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stack.enter_context(torch.profiler.record_function(debug_name))
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if nvtx_enabled:
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if color is None:
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color = _NVTX_COLOR_MAP.get(debug_name)
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stack.enter_context(_nvtx_module.annotate(debug_name, color=color))
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yield
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def profile_range(
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debug_name: str, *, color: Optional[str] = None, nvtx_enabled: bool = False
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):
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"""Context manager emitting a profiler span for ``debug_name``.
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A torch ``record_function`` is emitted whenever a torch profiler is active;
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an nvtx range is emitted additionally when ``nvtx_enabled`` is true. Returns a
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shared no-op when neither applies, so off-profile hot paths pay only one
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``_profiler_enabled()`` check.
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"""
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record = torch.autograd._profiler_enabled()
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if not record and not nvtx_enabled:
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return _NULL_CONTEXT
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return _profile_range_impl(debug_name, color, record, nvtx_enabled)
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def profile_method(
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debug_name: str, *, color: Optional[str] = None, nvtx_enabled: bool = False
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):
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"""Decorator form of ``profile_range``."""
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def decorator(func):
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@wraps(func)
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def wrapper(*args, **kwargs):
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with profile_range(debug_name, color=color, nvtx_enabled=nvtx_enabled):
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return func(*args, **kwargs)
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return wrapper
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return decorator
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# Pre-bound per-subsystem helpers: torch spans always (under a profiler), nvtx
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# ranges only when that subsystem's gate is on.
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scheduler_nvtx_method = partial(profile_method, nvtx_enabled=NVTX_SCHEDULER_ENABLED)
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operations_nvtx_range = partial(profile_range, nvtx_enabled=NVTX_OPERATIONS_ENABLED)
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