[PD] Better logs (#5715)
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@@ -307,7 +307,7 @@ class DecodeTransferQueue:
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def extend(self, req_conns) -> None:
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self.queue.extend(req_conns)
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def pop_transferred(self) -> List[Req]:
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def pop_transferred(self) -> List[DecodeRequest]:
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if not self.queue:
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return []
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@@ -330,7 +330,7 @@ class DecodeTransferQueue:
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assert len(decode_req.req.output_ids) == 0
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assert decode_req.req.transferred_output_id is None
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decode_req.req.transferred_output_id = output_id
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transferred_reqs.append(decode_req.req)
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transferred_reqs.append(decode_req)
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indices_to_remove.add(i)
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elif poll in [
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KVPoll.Bootstrapping,
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@@ -454,7 +454,7 @@ class SchedulerDisaggregationDecodeMixin:
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return batch, result
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@torch.no_grad()
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def event_loop_normal_disagg_decode(self):
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def event_loop_normal_disagg_decode(self: Scheduler):
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"""A normal scheduler loop for decode worker in disaggregation mode."""
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while True:
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@@ -497,7 +497,7 @@ class SchedulerDisaggregationDecodeMixin:
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self.last_batch = batch
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@torch.no_grad()
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def event_loop_overlap_disagg_decode(self):
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def event_loop_overlap_disagg_decode(self: Scheduler):
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result_queue = deque()
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self.last_batch: Optional[ScheduleBatch] = None
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self.last_batch_in_queue = False # last batch is modifed in-place, so we need another variable to track if it's extend
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@@ -641,8 +641,15 @@ class SchedulerDisaggregationDecodeMixin:
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def process_decode_queue(self: Scheduler):
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req_conns = self.disagg_decode_prealloc_queue.pop_preallocated()
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def _num_pre_alloc(req):
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return len(req.req.origin_input_ids) + max(len(req.req.output_ids) - 1, 0)
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self.num_tokens_pre_allocated += sum(_num_pre_alloc(req) for req in req_conns)
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self.disagg_decode_transfer_queue.extend(req_conns)
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alloc_reqs = (
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self.disagg_decode_transfer_queue.pop_transferred()
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) # the requests which kv has arrived
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self.waiting_queue.extend(alloc_reqs)
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self.num_tokens_pre_allocated -= sum(_num_pre_alloc(req) for req in alloc_reqs)
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self.waiting_queue.extend([req.req for req in alloc_reqs])
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@@ -176,14 +176,14 @@ class SchedulerDisaggregationPrefillMixin:
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"""
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@torch.no_grad()
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def event_loop_normal_disagg_prefill(self):
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def event_loop_normal_disagg_prefill(self: Scheduler):
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"""A normal scheduler loop for prefill worker in disaggregation mode."""
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while True:
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recv_reqs = self.recv_requests()
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self.process_input_requests(recv_reqs)
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self.waiting_queue.extend(
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self.disagg_prefill_pending_queue.pop_bootstrapped()
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self.disagg_prefill_bootstrap_queue.pop_bootstrapped()
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)
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self.process_prefill_chunk()
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batch = self.get_new_batch_prefill()
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@@ -214,14 +214,14 @@ class SchedulerDisaggregationPrefillMixin:
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self.running_batch.batch_is_full = False
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@torch.no_grad()
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def event_loop_overlap_disagg_prefill(self):
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def event_loop_overlap_disagg_prefill(self: Scheduler):
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self.result_queue = deque()
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while True:
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recv_reqs = self.recv_requests()
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self.process_input_requests(recv_reqs)
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self.waiting_queue.extend(
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self.disagg_prefill_pending_queue.pop_bootstrapped()
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self.disagg_prefill_bootstrap_queue.pop_bootstrapped()
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)
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self.process_prefill_chunk()
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batch = self.get_new_batch_prefill()
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@@ -326,7 +326,7 @@ class SchedulerDisaggregationPrefillMixin:
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raise Exception("Transferring failed")
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for req in done_reqs:
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self.disagg_prefill_pending_queue.req_to_metadata_buffer_idx_allocator.free(
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self.disagg_prefill_bootstrap_queue.req_to_metadata_buffer_idx_allocator.free(
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req.metadata_buffer_index
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)
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@@ -342,9 +342,8 @@ class SchedulerDisaggregationPrefillMixin:
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# only finished requests to running_batch.
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self.last_batch.filter_batch(chunked_req_to_exclude=self.chunked_req)
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self.tree_cache.cache_unfinished_req(self.chunked_req)
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if (
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self.enable_overlap
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): # Delay KV transfer to process_batch_result_disagg_prefill when overlap is enabled to ensure results are resolved
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if self.enable_overlap:
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# Delay KV transfer to process_batch_result_disagg_prefill when overlap is enabled to ensure results are resolved
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self.chunked_req.tmp_end_idx = min(
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len(self.chunked_req.fill_ids),
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len(self.chunked_req.origin_input_ids),
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@@ -390,7 +389,7 @@ class SchedulerDisaggregationPrefillMixin:
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.numpy()
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)
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if last_chunk is True:
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self.disagg_prefill_pending_queue.store_prefill_results(
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self.disagg_prefill_bootstrap_queue.store_prefill_results(
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req.metadata_buffer_index, token_id
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)
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page_indices = kv_to_page_indices(kv_indices, page_size)
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@@ -578,6 +578,10 @@ class Scheduler(
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bootstrap_port=self.server_args.disaggregation_bootstrap_port,
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transfer_backend=self.transfer_backend,
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)
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# Metric for pre-allocation
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self.num_tokens_pre_allocated = 0
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elif self.disaggregation_mode == DisaggregationMode.PREFILL:
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# *2 for the headroom.
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buffer_size = self.max_running_requests * 2
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@@ -593,7 +597,7 @@ class Scheduler(
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)
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metadata_buffers = [output_id_buffer]
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self.disagg_prefill_pending_queue = PrefillBootstrapQueue(
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self.disagg_prefill_bootstrap_queue = PrefillBootstrapQueue(
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token_to_kv_pool=self.token_to_kv_pool_allocator.get_kvcache(),
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req_to_metadata_buffer_idx_allocator=req_to_metadata_buffer_idx_allocator,
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metadata_buffers=metadata_buffers,
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@@ -901,7 +905,7 @@ class Scheduler(
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def _add_request_to_queue(self, req: Req):
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req.queue_time_start = time.time()
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if self.disaggregation_mode == DisaggregationMode.PREFILL:
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self.disagg_prefill_pending_queue.add(req)
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self.disagg_prefill_bootstrap_queue.add(req)
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elif self.disaggregation_mode == DisaggregationMode.DECODE:
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self.disagg_decode_prealloc_queue.add(req)
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else:
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@@ -991,8 +995,15 @@ class Scheduler(
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f"#cached-token: {adder.log_hit_tokens}, "
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f"token usage: {num_used / self.max_total_num_tokens:.2f}, "
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f"#running-req: {running_bs}, "
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f"#queue-req: {len(self.waiting_queue)}, "
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)
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if self.disaggregation_mode == DisaggregationMode.PREFILL:
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f += f"#unbootstrapped-req: {len(self.disagg_prefill_bootstrap_queue.queue)}, "
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f += f"#queue-req: {len(self.waiting_queue)}, "
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f += f"#transferring-req: {len(self.disagg_prefill_inflight_queue)} "
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else:
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f += f"#queue-req: {len(self.waiting_queue)}"
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logger.info(f)
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if self.enable_metrics:
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@@ -1028,15 +1039,14 @@ class Scheduler(
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gap_latency / self.server_args.decode_log_interval
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)
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msg = (
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f"Decode batch. "
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f"#running-req: {num_running_reqs}, "
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f"#token: {num_used}, "
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f"token usage: {num_used / self.max_total_num_tokens:.2f}, "
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)
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if self.spec_algorithm.is_none():
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msg = (
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f"Decode batch. "
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f"#running-req: {num_running_reqs}, "
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f"#token: {num_used}, "
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f"token usage: {num_used / self.max_total_num_tokens:.2f}, "
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f"gen throughput (token/s): {self.last_gen_throughput:.2f}, "
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f"#queue-req: {len(self.waiting_queue)}, "
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)
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spec_accept_length = 0
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else:
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spec_accept_length = (
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@@ -1045,15 +1055,15 @@ class Scheduler(
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self.cum_spec_accept_length += self.spec_num_total_accepted_tokens
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self.cum_spec_accept_count += self.spec_num_total_forward_ct
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self.spec_num_total_accepted_tokens = self.spec_num_total_forward_ct = 0
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msg = (
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f"Decode batch. "
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f"#running-req: {num_running_reqs}, "
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f"#token: {num_used}, "
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f"token usage: {num_used / self.max_total_num_tokens:.2f}, "
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f"accept len: {spec_accept_length:.2f}, "
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f"gen throughput (token/s): {self.last_gen_throughput:.2f}, "
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f"#queue-req: {len(self.waiting_queue)}, "
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)
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msg += f"accept len: {spec_accept_length:.2f}, "
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if self.disaggregation_mode == DisaggregationMode.DECODE:
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msg += f"pre-allocated usage: {self.num_tokens_pre_allocated / self.max_total_num_tokens:.2f}, "
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msg += (
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f"gen throughput (token/s): {self.last_gen_throughput:.2f}, "
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f"#queue-req: {len(self.waiting_queue)}"
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)
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logger.info(msg)
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if self.enable_metrics:
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