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"""Context-manager wrappers around sglang.srt.observability.trace for diffusion tracing.
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All tracing helpers for the multimodal_gen subsystem are consolidated here so
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that call sites can use simple ``with`` statements instead of manual
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start/end bookkeeping.
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"""
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from __future__ import annotations
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from contextlib import contextmanager
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from dataclasses import dataclass
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DIFFUSION_TRACE_MODULE = "diffusion"
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@dataclass(frozen=True)
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class DiffStageConfig:
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"""A named trace stage with a default nesting level."""
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stage_name: str
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level: int = 0
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class DiffStage:
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"""Named trace stages for the diffusion pipeline."""
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SCHEDULER_DISPATCH = DiffStageConfig("scheduler_dispatch", level=1)
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GPU_FORWARD = DiffStageConfig("gpu_forward", level=2)
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def init_diffusion_tracing(server_args, thread_label: str):
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if not server_args.enable_trace:
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return
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from sglang.srt.observability.trace import (
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process_tracing_init,
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trace_set_thread_info,
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)
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# srt owns TraceReqContext and filters spans through its trace_modules list
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process_tracing_init(
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server_args.otlp_traces_endpoint,
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"sglang-diffusion",
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trace_modules=DIFFUSION_TRACE_MODULE,
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)
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trace_set_thread_info(thread_label)
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@contextmanager
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def trace_req(trace_ctx):
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"""Ensure ``trace_req_finish()`` is called when a request scope exits.
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Usage::
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with trace_req(batch.trace_ctx):
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...
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"""
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try:
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yield trace_ctx
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finally:
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trace_ctx.trace_req_finish()
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@contextmanager
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def trace_slice(trace_ctx, stage: DiffStageConfig, **kwargs):
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"""Context manager for a single trace slice (span).
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Usage::
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with trace_slice(req.trace_ctx, DiffStage.GPU_FORWARD):
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result = pipeline.forward(req, server_args)
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"""
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trace_ctx.trace_slice_start(stage.stage_name, level=stage.level)
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try:
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yield trace_ctx
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finally:
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trace_ctx.trace_slice_end(stage.stage_name, level=stage.level, **kwargs)
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