Fix get_load API (#13991)

This commit is contained in:
Liangsheng Yin
2025-11-26 22:07:51 +08:00
committed by GitHub
parent b704b0a922
commit eff6a07c8f
5 changed files with 41 additions and 81 deletions

View File

@@ -171,6 +171,10 @@ class DecodeRequest:
waiting_for_input: bool = False
metadata_buffer_index: int = -1
@property
def seqlen(self) -> int:
return self.req.seqlen
class DecodePreallocQueue:
"""
@@ -299,11 +303,6 @@ class DecodePreallocQueue:
if is_retracted:
self.retracted_queue.append(req)
self.scheduler.num_waiting_tokens += (
len(req.origin_input_ids)
+ len(req.output_ids)
+ self.num_reserved_decode_tokens
)
else:
if req.bootstrap_host == FAKE_BOOTSTRAP_HOST:
kv_receiver_class = get_kv_class(
@@ -326,7 +325,6 @@ class DecodePreallocQueue:
self.queue.append(
DecodeRequest(req=req, kv_receiver=kv_receiver, waiting_for_input=False)
)
self.scheduler.num_waiting_tokens += len(req.origin_input_ids)
def _check_if_req_exceed_kv_capacity(self, req: Req) -> bool:
if len(req.origin_input_ids) > self.max_total_num_tokens:
@@ -367,8 +365,6 @@ class DecodePreallocQueue:
req.is_retracted = False
self._pre_alloc(req)
allocatable_tokens -= required_tokens_for_request
# update counter for resumed request
self.scheduler.num_waiting_tokens -= required_tokens_for_request
# load from cpu, release the cpu copy
req.load_kv_cache(self.req_to_token_pool, self.token_to_kv_pool_allocator)
@@ -544,15 +540,9 @@ class DecodePreallocQueue:
RequestStage.DECODE_BOOTSTRAP, decode_req.req.rid, auto_next_anon=True
)
preallocated_queue = []
for i, entry in enumerate(self.queue):
if i not in indices_to_remove:
preallocated_queue.append(entry)
else:
# update counter for allocated or failed request
self.scheduler.num_waiting_tokens -= len(entry.req.origin_input_ids)
self.queue = preallocated_queue
self.queue = [
entry for i, entry in enumerate(self.queue) if i not in indices_to_remove
]
return preallocated_reqs

View File

@@ -200,7 +200,6 @@ class PrefillBootstrapQueue:
self._process_req(req)
req.add_latency(RequestStage.PREFILL_PREPARE)
self.queue.append(req)
self.scheduler.num_waiting_tokens += len(req.origin_input_ids)
trace_slice_end(RequestStage.PREFILL_PREPARE, req.rid, auto_next_anon=True)
def extend(self, reqs: List[Req], num_kv_heads: int) -> None:
@@ -271,8 +270,6 @@ class PrefillBootstrapQueue:
self.scheduler.stream_output([req], req.return_logprob)
indices_to_remove.add(i)
failed_reqs.append(req)
# update counter for failed bootstrap request
self.scheduler.num_waiting_tokens -= len(req.origin_input_ids)
if self.scheduler.enable_metrics:
self.scheduler.metrics_collector.increment_bootstrap_failed_reqs()
continue

View File

@@ -691,7 +691,8 @@ class Req:
self.dllm_config = dllm_config
@property
def seqlen(self):
def seqlen(self) -> int:
"""Get the current sequence length of the request."""
return len(self.origin_input_ids) + len(self.output_ids)
@property

View File

@@ -85,7 +85,6 @@ from sglang.srt.managers.io_struct import (
GetInternalStateReq,
GetInternalStateReqOutput,
GetLoadReqInput,
GetLoadReqOutput,
GetWeightsByNameReqInput,
HealthCheckOutput,
InitWeightsSendGroupForRemoteInstanceReqInput,
@@ -427,7 +426,6 @@ class Scheduler(
# Init running status
self.waiting_queue: List[Req] = []
self.num_waiting_tokens = 0
# The running decoding batch for continuous batching
self.running_batch: ScheduleBatch = ScheduleBatch(reqs=[], batch_is_full=False)
# The current forward batch
@@ -1465,7 +1463,6 @@ class Scheduler(
return
self._prefetch_kvcache(req)
self.waiting_queue.append(req)
self.num_waiting_tokens += len(req.origin_input_ids)
req.time_stats.wait_queue_entry_time = time.perf_counter()
trace_slice_end(RequestStage.REQUEST_PROCESS, req.rid, auto_next_anon=True)
elif self.disaggregation_mode == DisaggregationMode.PREFILL:
@@ -1533,8 +1530,6 @@ class Scheduler(
if abort_existing_req:
self.waiting_queue.pop(idx)
req_to_abort = candidate_req
# update counter for preempted existing request
self.num_waiting_tokens -= len(req_to_abort.origin_input_ids)
message = "The request is aborted by a higher priority request."
self.send_to_tokenizer.send_output(
@@ -1812,15 +1807,9 @@ class Scheduler(
for req in can_run_list:
req.add_latency(RequestStage.PREFILL_WAITING)
can_run_set = set(can_run_list)
waiting_queue = []
for x in self.waiting_queue:
if x in can_run_set:
self.num_waiting_tokens -= len(x.origin_input_ids)
else:
waiting_queue.append(x)
self.waiting_queue = waiting_queue
self.waiting_queue = [
x for x in self.waiting_queue if x not in set(can_run_list)
]
if adder.preempt_list:
for req in adder.preempt_list:
self._add_request_to_queue(req)
@@ -2242,49 +2231,6 @@ class Scheduler(
if_success = False
return if_success
def get_load(self, recv_req: GetLoadReqInput = None) -> GetLoadReqOutput:
if self.is_hybrid:
num_tokens_full = (
self.full_tokens_per_layer
- self.token_to_kv_pool_allocator.full_available_size()
- self.tree_cache.full_evictable_size()
)
num_tokens_swa = (
self.swa_tokens_per_layer
- self.token_to_kv_pool_allocator.swa_available_size()
- self.tree_cache.swa_evictable_size()
)
num_tokens = max(num_tokens_full, num_tokens_swa)
elif self.is_hybrid_gdn:
num_tokens = (
self.max_total_num_tokens
- self.token_to_kv_pool_allocator.available_size()
- self.tree_cache.full_evictable_size()
)
else:
num_tokens = (
self.max_total_num_tokens
- self.token_to_kv_pool_allocator.available_size()
- self.tree_cache.evictable_size()
)
# Tokens in waiting queue, bootstrap queue, prealloc/retract queue
num_tokens += self.num_waiting_tokens
num_waiting_reqs = len(self.waiting_queue)
if self.disaggregation_mode == DisaggregationMode.PREFILL:
num_waiting_reqs += len(self.disagg_prefill_bootstrap_queue.queue)
elif self.disaggregation_mode == DisaggregationMode.DECODE:
num_waiting_reqs += len(self.disagg_decode_prealloc_queue.queue)
num_waiting_reqs += len(self.disagg_decode_transfer_queue.queue)
num_waiting_reqs += len(self.disagg_decode_prealloc_queue.retracted_queue)
return GetLoadReqOutput(
dp_rank=self.dp_rank,
num_reqs=len(self.running_batch.reqs) + num_waiting_reqs,
num_waiting_reqs=num_waiting_reqs,
num_tokens=num_tokens,
)
def get_internal_state(self, recv_req: GetInternalStateReq):
ret = vars(get_global_server_args())
ret["last_gen_throughput"] = self.last_gen_throughput
@@ -2392,9 +2338,6 @@ class Scheduler(
# For disaggregation decode mode, the request in the waiting queue has KV cache allocated.
if self.disaggregation_mode == DisaggregationMode.DECODE:
release_kv_cache(req, self.tree_cache)
else:
# update counter for abort request in prealloc and waiting queue
self.num_waiting_tokens -= len(req.origin_input_ids)
# For mamba radix cache
if req.mamba_pool_idx is not None:

View File

@@ -8,6 +8,7 @@ from typing import TYPE_CHECKING, List, Optional
from sglang.srt.disaggregation.kv_events import EventPublisherFactory, KVEventBatch
from sglang.srt.disaggregation.utils import DisaggregationMode
from sglang.srt.environ import envs
from sglang.srt.managers.io_struct import GetLoadReqInput, GetLoadReqOutput
from sglang.srt.managers.schedule_policy import PrefillAdder
from sglang.srt.managers.scheduler import Req, ScheduleBatch
from sglang.srt.metrics.collector import SchedulerMetricsCollector, SchedulerStats
@@ -391,3 +392,31 @@ class SchedulerMetricsMixin:
/ self.stats.max_running_requests_under_SLO,
self.stats.token_usage / 0.9,
)
def get_load(self: Scheduler, _: GetLoadReqInput = None) -> GetLoadReqOutput:
if self.is_hybrid:
full_num_used, swa_num_used, *_ = self._get_swa_token_info()
num_tokens = max(full_num_used, swa_num_used)
elif self.is_hybrid_gdn:
num_tokens = self._get_mamba_token_info()[0]
else:
num_tokens = self._get_token_info()[0]
# Tokens in waiting queue, bootstrap queue, prealloc queue
waiting_queues = [self.waiting_queue]
if self.disaggregation_mode == DisaggregationMode.PREFILL:
waiting_queues.append(self.disagg_prefill_bootstrap_queue.queue)
elif self.disaggregation_mode == DisaggregationMode.DECODE:
waiting_queues.append(self.disagg_decode_prealloc_queue.queue)
waiting_queues.append(self.disagg_decode_transfer_queue.queue)
waiting_queues.append(self.disagg_decode_prealloc_queue.retracted_queue)
num_tokens += sum(req.seqlen for queue in waiting_queues for req in queue)
num_waiting_reqs = sum(len(queue) for queue in waiting_queues)
return GetLoadReqOutput(
dp_rank=self.dp_rank,
num_reqs=len(self.running_batch.reqs) + num_waiting_reqs,
num_waiting_reqs=num_waiting_reqs,
num_tokens=num_tokens,
)