[misc] Priority scheduling metrics cleanup (#19927)
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
This commit is contained in:
@@ -303,30 +303,30 @@ class SchedulerRuntimeCheckerMixin:
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else:
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num_used, token_usage, _, _ = self._get_token_info()
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_enable_ps = self.enable_priority_scheduling
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priority_enabled = self.enable_priority_scheduling
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self.stats.num_running_reqs = QueueCount.from_reqs(
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self.running_batch.reqs, _enable_ps
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self.running_batch.reqs, priority_enabled
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)
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self.stats.num_used_tokens = num_used
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self.stats.token_usage = round(token_usage, 2)
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self.stats.gen_throughput = 0
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self.stats.num_queue_reqs = QueueCount.from_reqs(
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self.waiting_queue, _enable_ps
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self.waiting_queue, priority_enabled
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)
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self.stats.num_grammar_queue_reqs = len(self.grammar_manager)
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if self.disaggregation_mode == DisaggregationMode.PREFILL:
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self.stats.num_prefill_prealloc_queue_reqs = QueueCount.from_reqs(
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self.disagg_prefill_bootstrap_queue.queue, _enable_ps
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self.disagg_prefill_bootstrap_queue.queue, priority_enabled
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)
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self.stats.num_prefill_inflight_queue_reqs = QueueCount.from_reqs(
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self.disagg_prefill_inflight_queue, _enable_ps
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self.disagg_prefill_inflight_queue, priority_enabled
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)
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if self.disaggregation_mode == DisaggregationMode.DECODE:
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self.stats.num_decode_prealloc_queue_reqs = QueueCount.from_reqs(
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self.disagg_decode_prealloc_queue.queue, _enable_ps
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self.disagg_decode_prealloc_queue.queue, priority_enabled
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)
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self.stats.num_decode_transfer_queue_reqs = QueueCount.from_reqs(
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self.disagg_decode_transfer_queue.queue, _enable_ps
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self.disagg_decode_transfer_queue.queue, priority_enabled
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)
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self.metrics_collector.log_stats(self.stats)
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self._publish_kv_events()
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@@ -758,22 +758,23 @@ class SchedulerMetricsCollector:
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multiprocess_mode="mostrecent",
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)
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def _log_gauge(self, gauge: Gauge, data: Union[int, float, QueueCount]) -> None:
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# Convenience function for logging to gauge.
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if isinstance(data, QueueCount):
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# NOTE: When priority scheduling is enabled, the total is recorded under
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# priority="" (the default label value). Per-priority breakdowns are recorded
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# with priority="<int>". Grafana queries should use priority="" for totals.
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gauge.labels(**self.labels).set(data.total)
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if data.by_priority is not None:
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self._known_priorities.update(data.by_priority.keys())
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for priority in self._known_priorities:
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value = data.by_priority.get(priority, 0)
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labels = dict(self.labels)
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labels["priority"] = str(priority)
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gauge.labels(**labels).set(value)
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else:
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gauge.labels(**self.labels).set(data)
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def _log_gauge(self, gauge: Gauge, data: Union[int, float]) -> None:
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# Convenience function for logging a scalar to gauge.
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gauge.labels(**self.labels).set(data)
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def _log_gauge_queue_count(self, gauge: Gauge, data: QueueCount) -> None:
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# Log a QueueCount to gauge: total under default labels, per-priority breakdown under priority="<int>".
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# NOTE: When priority scheduling is enabled, the total is recorded under
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# priority="" (the default label value). Per-priority breakdowns are recorded
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# with priority="<int>". Grafana queries should use priority="" for totals.
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gauge.labels(**self.labels).set(data.total)
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if data.by_priority is not None:
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self._known_priorities.update(data.by_priority.keys())
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for priority in self._known_priorities:
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value = data.by_priority.get(priority, 0)
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labels = dict(self.labels)
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labels["priority"] = str(priority)
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gauge.labels(**labels).set(value)
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def _log_histogram(self, histogram, data: Union[int, float]) -> None:
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histogram.labels(**self.labels).observe(data)
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@@ -900,7 +901,7 @@ class SchedulerMetricsCollector:
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).inc(t)
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def log_stats(self, stats: SchedulerStats) -> None:
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self._log_gauge(self.num_running_reqs, stats.num_running_reqs)
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self._log_gauge_queue_count(self.num_running_reqs, stats.num_running_reqs)
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self._log_gauge(self.num_used_tokens, stats.num_used_tokens)
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self._log_gauge(self.token_usage, stats.token_usage)
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self._log_gauge(
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@@ -910,7 +911,7 @@ class SchedulerMetricsCollector:
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self._log_gauge(self.mamba_usage, stats.mamba_usage)
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self._log_gauge(self.decode_sum_seq_lens, stats.decode_sum_seq_lens)
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self._log_gauge(self.gen_throughput, stats.gen_throughput)
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self._log_gauge(self.num_queue_reqs, stats.num_queue_reqs)
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self._log_gauge_queue_count(self.num_queue_reqs, stats.num_queue_reqs)
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self._log_gauge(self.num_grammar_queue_reqs, stats.num_grammar_queue_reqs)
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self._log_gauge(
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self.num_running_reqs_offline_batch, stats.num_running_reqs_offline_batch
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@@ -924,16 +925,16 @@ class SchedulerMetricsCollector:
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self._log_gauge(self.spec_accept_rate, stats.spec_accept_rate)
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# PD disaggregation
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self._log_gauge(
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self._log_gauge_queue_count(
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self.num_prefill_prealloc_queue_reqs, stats.num_prefill_prealloc_queue_reqs
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)
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self._log_gauge(
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self._log_gauge_queue_count(
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self.num_prefill_inflight_queue_reqs, stats.num_prefill_inflight_queue_reqs
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)
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self._log_gauge(
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self._log_gauge_queue_count(
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self.num_decode_prealloc_queue_reqs, stats.num_decode_prealloc_queue_reqs
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)
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self._log_gauge(
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self._log_gauge_queue_count(
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self.num_decode_transfer_queue_reqs, stats.num_decode_transfer_queue_reqs
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)
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# Retract
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@@ -283,9 +283,9 @@ class SchedulerMetricsMixin:
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if self.is_hybrid_ssm:
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self.stats.mamba_usage = mamba_usage
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_enable_ps = self.enable_priority_scheduling
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priority_enabled = self.enable_priority_scheduling
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self.stats.num_queue_reqs = QueueCount.from_reqs(
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self.waiting_queue, _enable_ps
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self.waiting_queue, priority_enabled
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)
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self.stats.num_grammar_queue_reqs = len(self.grammar_manager)
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self.stats.cache_hit_rate = cache_hit_rate
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@@ -300,19 +300,19 @@ class SchedulerMetricsMixin:
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# PD disaggregation
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if self.disaggregation_mode == DisaggregationMode.PREFILL:
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self.stats.num_prefill_prealloc_queue_reqs = QueueCount.from_reqs(
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self.disagg_prefill_bootstrap_queue.queue, _enable_ps
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self.disagg_prefill_bootstrap_queue.queue, priority_enabled
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)
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self.stats.num_prefill_inflight_queue_reqs = QueueCount.from_reqs(
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self.disagg_prefill_inflight_queue, _enable_ps
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self.disagg_prefill_inflight_queue, priority_enabled
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)
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self.stats.kv_transfer_speed_gb_s = self.kv_transfer_speed_gb_s
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self.stats.kv_transfer_latency_ms = self.kv_transfer_latency_ms
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elif self.disaggregation_mode == DisaggregationMode.DECODE:
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self.stats.num_decode_prealloc_queue_reqs = QueueCount.from_reqs(
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self.disagg_decode_prealloc_queue.queue, _enable_ps
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self.disagg_decode_prealloc_queue.queue, priority_enabled
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)
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self.stats.num_decode_transfer_queue_reqs = QueueCount.from_reqs(
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self.disagg_decode_transfer_queue.queue, _enable_ps
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self.disagg_decode_transfer_queue.queue, priority_enabled
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)
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# Others
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@@ -436,9 +436,11 @@ class SchedulerMetricsMixin:
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logger.info(msg)
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if self.enable_metrics:
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_enable_ps = self.enable_priority_scheduling
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priority_enabled = self.enable_priority_scheduling
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# Basics
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self.stats.num_running_reqs = QueueCount.from_reqs(batch.reqs, _enable_ps)
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self.stats.num_running_reqs = QueueCount.from_reqs(
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batch.reqs, priority_enabled
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)
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self.stats.num_running_reqs_offline_batch = num_running_reqs_offline_batch
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self.stats.num_used_tokens = num_used
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self.stats.token_usage = token_usage
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@@ -449,7 +451,7 @@ class SchedulerMetricsMixin:
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self.stats.decode_sum_seq_lens = batch.seq_lens_cpu.sum().item()
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self.stats.gen_throughput = self.last_gen_throughput
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self.stats.num_queue_reqs = QueueCount.from_reqs(
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self.waiting_queue, _enable_ps
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self.waiting_queue, priority_enabled
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)
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self.stats.num_grammar_queue_reqs = len(self.grammar_manager)
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self.stats.cache_hit_rate = cache_hit_rate
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@@ -468,17 +470,17 @@ class SchedulerMetricsMixin:
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# PD disaggregation
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if self.disaggregation_mode == DisaggregationMode.PREFILL:
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self.stats.num_prefill_prealloc_queue_reqs = QueueCount.from_reqs(
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self.disagg_prefill_bootstrap_queue.queue, _enable_ps
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self.disagg_prefill_bootstrap_queue.queue, priority_enabled
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)
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self.stats.num_prefill_inflight_queue_reqs = QueueCount.from_reqs(
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self.disagg_prefill_inflight_queue, _enable_ps
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self.disagg_prefill_inflight_queue, priority_enabled
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)
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elif self.disaggregation_mode == DisaggregationMode.DECODE:
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self.stats.num_decode_prealloc_queue_reqs = QueueCount.from_reqs(
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self.disagg_decode_prealloc_queue.queue, _enable_ps
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self.disagg_decode_prealloc_queue.queue, priority_enabled
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)
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self.stats.num_decode_transfer_queue_reqs = QueueCount.from_reqs(
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self.disagg_decode_transfer_queue.queue, _enable_ps
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self.disagg_decode_transfer_queue.queue, priority_enabled
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)
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running_routing_keys = [r.routing_key for r in batch.reqs]
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waiting_routing_keys = [r.routing_key for r in self.waiting_queue]
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@@ -5619,6 +5619,21 @@ class ServerArgs:
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"fcfs",
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"lof",
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], f"To use priority scheduling, schedule_policy must be 'fcfs' or 'lof'. '{self.schedule_policy}' is not supported."
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if self.default_priority_value is None:
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logger.warning(
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"--default-priority-value is not set while --enable-priority-scheduling is enabled. "
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"Requests without explicit priority will have priority=None, "
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"resulting in priority='None' string labels in Prometheus metrics."
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)
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else:
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if self.disable_priority_preemption:
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logger.warning(
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"--disable-priority-preemption has no effect without --enable-priority-scheduling"
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)
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if self.default_priority_value is not None:
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logger.warning(
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"--default-priority-value has no effect without --enable-priority-scheduling"
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)
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# Check multi-item scoring
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if self.multi_item_scoring_delimiter is not None:
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