Support soft watchdog for tokenizer/detokenizer/dp-controller processes (#15607)
This commit is contained in:
@@ -59,6 +59,7 @@ from sglang.srt.utils.common import (
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maybe_reindex_device_id,
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)
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from sglang.srt.utils.torch_memory_saver_adapter import TorchMemorySaverAdapter
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from sglang.srt.utils.watchdog import Watchdog
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from sglang.utils import TypeBasedDispatcher, get_exception_traceback
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logger = logging.getLogger(__name__)
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@@ -173,6 +174,12 @@ class DataParallelController:
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self.init_dispatcher()
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self.watchdog = Watchdog.create(
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debug_name="DataParallelController",
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watchdog_timeout=server_args.soft_watchdog_timeout,
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soft=True,
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)
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def send_to_all_workers(self, obj):
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for worker in self.workers:
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worker.send_pyobj(obj)
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@@ -519,6 +526,7 @@ class DataParallelController:
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def event_loop(self):
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while True:
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while True:
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self.watchdog.feed()
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try:
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recv_req = self.recv_from_tokenizer.recv_pyobj(zmq.NOBLOCK)
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except zmq.ZMQError:
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@@ -41,6 +41,7 @@ from sglang.srt.utils import (
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kill_itself_when_parent_died,
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)
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from sglang.srt.utils.hf_transformers_utils import get_tokenizer
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from sglang.srt.utils.watchdog import Watchdog
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from sglang.utils import (
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TypeBasedDispatcher,
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find_printable_text,
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@@ -111,13 +112,21 @@ class DetokenizerManager(MultiHttpWorkerDetokenizerMixin):
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]
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)
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self.watchdog = Watchdog.create(
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debug_name="DetokenizerManager",
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watchdog_timeout=server_args.soft_watchdog_timeout,
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soft=True,
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)
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def event_loop(self):
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"""The event loop that handles requests"""
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while True:
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recv_obj = self.recv_from_scheduler.recv_pyobj()
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with self.watchdog.disable():
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recv_obj = self.recv_from_scheduler.recv_pyobj()
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output = self._request_dispatcher(recv_obj)
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if output is not None:
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self.send_to_tokenizer.send_pyobj(output)
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self.watchdog.feed()
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def trim_matched_stop(
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self, output: Union[str, List[int]], finished_reason: Dict, no_stop_trim: bool
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@@ -147,7 +147,7 @@ from sglang.srt.managers.scheduler_profiler_mixin import SchedulerProfilerMixin
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from sglang.srt.managers.scheduler_recv_skipper import SchedulerRecvSkipper
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from sglang.srt.managers.scheduler_runtime_checker_mixin import (
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SchedulerRuntimeCheckerMixin,
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SchedulerWatchdog,
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create_scheduler_watchdog,
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)
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from sglang.srt.managers.scheduler_update_weights_mixin import (
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SchedulerUpdateWeightsMixin,
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@@ -797,11 +797,13 @@ class Scheduler(
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def init_watch_dog_memory_saver_input_blocker(self):
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# Start watchdog thread
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self.watchdog = SchedulerWatchdog(
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self.watchdog = create_scheduler_watchdog(
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self, watchdog_timeout=self.server_args.watchdog_timeout
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)
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if (x := self.server_args.soft_watchdog_timeout) is not None:
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self.soft_watchdog = SchedulerWatchdog(self, watchdog_timeout=x, soft=True)
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self.soft_watchdog = create_scheduler_watchdog(
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self, watchdog_timeout=x, soft=True
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)
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# Init memory saver, profiler and metric stats
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self.memory_saver_adapter = TorchMemorySaverAdapter.create(
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@@ -1,15 +1,10 @@
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from __future__ import annotations
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import logging
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import signal
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import sys
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import threading
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import time
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import warnings
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from typing import TYPE_CHECKING
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import psutil
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from sglang.srt.disaggregation.utils import DisaggregationMode
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from sglang.srt.environ import envs
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from sglang.srt.managers.schedule_batch import ScheduleBatch
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@@ -18,9 +13,9 @@ from sglang.srt.mem_cache.swa_radix_cache import SWARadixCache
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from sglang.srt.utils.common import (
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ceil_align,
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disable_request_logging,
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pyspy_dump_schedulers,
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raise_error_or_warn,
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)
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from sglang.srt.utils.watchdog import WatchdogRaw
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if TYPE_CHECKING:
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from sglang.srt.managers.scheduler import Scheduler
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@@ -341,62 +336,31 @@ class SchedulerRuntimeCheckerMixin:
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self.maybe_sleep_on_idle()
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class SchedulerWatchdog:
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"""A watch dog thread that will try to kill the server itself if one forward batch takes too long."""
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def create_scheduler_watchdog(
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scheduler: Scheduler, watchdog_timeout: float, soft: bool = False
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) -> WatchdogRaw:
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def dump_info() -> str:
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if disable_request_logging():
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return ""
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if scheduler.is_hybrid_swa:
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_, info_msg = scheduler._check_hybrid_memory()
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elif scheduler.is_hybrid_ssm and isinstance(
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scheduler.tree_cache, MambaRadixCache
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):
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_, info_msg = scheduler._check_mamba_memory()
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else:
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_, info_msg = scheduler._check_radix_cache_memory()
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return (
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f"{scheduler.cur_batch.batch_size()=}\n"
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f"{scheduler.cur_batch.reqs=}\n"
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f"{info_msg}"
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)
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def __init__(
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self, scheduler: Scheduler, watchdog_timeout: float, soft: bool = False
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):
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self.scheduler = scheduler
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self.soft = soft
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self.watchdog_timeout = watchdog_timeout
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t = threading.Thread(target=self._watchdog_thread, daemon=True)
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t.start()
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self.parent_process = psutil.Process().parent()
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def _watchdog_thread(self):
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while True:
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self._watchdog_once()
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def _watchdog_once(self):
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watchdog_last_forward_ct = 0
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watchdog_last_time = time.perf_counter()
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while True:
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current = time.perf_counter()
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if self.scheduler.cur_batch is not None:
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if watchdog_last_forward_ct == self.scheduler.forward_ct:
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if current > watchdog_last_time + self.watchdog_timeout:
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break
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else:
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watchdog_last_forward_ct = self.scheduler.forward_ct
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watchdog_last_time = current
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time.sleep(self.watchdog_timeout // 2)
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if not disable_request_logging():
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# TODO extract this duplicated logic w/ another place
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# Print batch size and memory pool info to check whether there are de-sync issues.
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if self.scheduler.is_hybrid_swa:
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_, info_msg = self.scheduler._check_hybrid_memory()
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elif self.scheduler.is_hybrid_ssm and isinstance(
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self.scheduler.tree_cache, MambaRadixCache
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):
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_, info_msg = self.scheduler._check_mamba_memory()
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else:
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_, info_msg = self.scheduler._check_radix_cache_memory()
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logger.error(
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f"{self.scheduler.cur_batch.batch_size()=}\n"
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f"{self.scheduler.cur_batch.reqs=}\n"
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f"{info_msg}"
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)
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pyspy_dump_schedulers()
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logger.error(f"Watchdog timeout ({self.watchdog_timeout=}, {self.soft=})")
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print(file=sys.stderr, flush=True)
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print(file=sys.stdout, flush=True)
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if not self.soft:
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# Wait for some time so that the parent process can print the error.
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time.sleep(5)
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self.parent_process.send_signal(signal.SIGQUIT)
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return WatchdogRaw(
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debug_name="Scheduler",
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get_counter=lambda: scheduler.forward_ct,
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is_active=lambda: scheduler.cur_batch is not None,
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watchdog_timeout=watchdog_timeout,
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soft=soft,
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dump_info=dump_info,
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)
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@@ -111,6 +111,7 @@ from sglang.srt.utils.hf_transformers_utils import (
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get_tokenizer,
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get_tokenizer_from_processor,
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)
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from sglang.srt.utils.watchdog import Watchdog
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from sglang.utils import TypeBasedDispatcher, get_exception_traceback
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asyncio.set_event_loop_policy(uvloop.EventLoopPolicy())
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@@ -404,6 +405,12 @@ class TokenizerManager(TokenizerCommunicatorMixin, TokenizerManagerMultiItemMixi
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)
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self.init_communicators(server_args)
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self.watchdog = Watchdog.create(
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debug_name="TokenizerManager",
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watchdog_timeout=server_args.soft_watchdog_timeout,
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soft=True,
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)
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async def generate_request(
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self,
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obj: Union[GenerateReqInput, EmbeddingReqInput],
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@@ -1499,9 +1506,11 @@ class TokenizerManager(TokenizerCommunicatorMixin, TokenizerManagerMultiItemMixi
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async def handle_loop(self):
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"""The event loop that handles requests"""
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while True:
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recv_obj = await self.recv_from_detokenizer.recv_pyobj()
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with self.watchdog.disable():
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recv_obj = await self.recv_from_detokenizer.recv_pyobj()
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self._result_dispatcher(recv_obj)
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self.last_receive_tstamp = time.time()
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self.watchdog.feed()
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def _add_metric_if_present(
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self,
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137
python/sglang/srt/utils/watchdog.py
Normal file
137
python/sglang/srt/utils/watchdog.py
Normal file
@@ -0,0 +1,137 @@
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from __future__ import annotations
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import logging
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import signal
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import sys
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import threading
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import time
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from contextlib import contextmanager
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from typing import Callable, Optional
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import psutil
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from sglang.srt.utils.common import pyspy_dump_schedulers
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logger = logging.getLogger(__name__)
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class Watchdog:
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@staticmethod
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def create(
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debug_name: str,
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watchdog_timeout: Optional[float],
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soft: bool = False,
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) -> Watchdog:
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if watchdog_timeout is None:
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return _WatchdogNoop()
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return _WatchdogReal(
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debug_name=debug_name,
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watchdog_timeout=watchdog_timeout,
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soft=soft,
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)
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def feed(self):
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pass
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@contextmanager
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def disable(self):
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yield
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class _WatchdogReal(Watchdog):
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def __init__(
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self,
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debug_name: str,
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watchdog_timeout: float,
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soft: bool = False,
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):
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self._counter = 0
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self._active = True
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self._raw = WatchdogRaw(
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debug_name=debug_name,
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get_counter=lambda: self._counter,
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is_active=lambda: self._active,
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watchdog_timeout=watchdog_timeout,
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soft=soft,
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)
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logger.info(f"Watchdog {self._raw.debug_name} initialized.")
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def feed(self):
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self._counter += 1
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@contextmanager
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def disable(self):
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assert self._active
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self._active = False
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try:
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yield
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finally:
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assert not self._active
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self._active = True
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class _WatchdogNoop(Watchdog):
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pass
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class WatchdogRaw:
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def __init__(
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self,
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debug_name: str,
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get_counter: Callable[[], int],
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is_active: Callable[[], bool],
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watchdog_timeout: float,
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soft: bool = False,
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dump_info: Optional[Callable[[], str]] = None,
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):
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self.debug_name = debug_name
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self.get_counter = get_counter
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self.is_active = is_active
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self.watchdog_timeout = watchdog_timeout
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self.soft = soft
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self.dump_info = dump_info
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self.parent_process = psutil.Process().parent()
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t = threading.Thread(target=self._watchdog_thread, daemon=True)
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t.start()
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def _watchdog_thread(self):
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try:
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while True:
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self._watchdog_once()
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except Exception as e:
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logger.error(
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f"{self.debug_name} watchdog thread crashed: {e}", exc_info=True
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)
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def _watchdog_once(self):
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watchdog_last_counter = 0
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watchdog_last_time = time.perf_counter()
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while True:
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current = time.perf_counter()
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if self.is_active():
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current_counter = self.get_counter()
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if watchdog_last_counter == current_counter:
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if current > watchdog_last_time + self.watchdog_timeout:
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break
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else:
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watchdog_last_counter = current_counter
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watchdog_last_time = current
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time.sleep(self.watchdog_timeout / 2)
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if self.dump_info is not None and (info_msg := self.dump_info()):
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logger.error(f"{self.debug_name} debug info:\n{info_msg}")
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pyspy_dump_schedulers()
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logger.error(
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f"{self.debug_name} watchdog timeout "
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f"({self.watchdog_timeout=}, {self.soft=})"
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)
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print(file=sys.stderr, flush=True)
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print(file=sys.stdout, flush=True)
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if not self.soft:
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# Wait for some time so that the parent process can print the error.
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time.sleep(5)
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self.parent_process.send_signal(signal.SIGQUIT)
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