Use dynamically maintained num_waiting_tokens in get_load() (#13203)
Signed-off-by: Peng Wang <peng_wang@linux.alibaba.com> Co-authored-by: Peng Wang <peng_wang@linux.alibaba.com>
This commit is contained in:
@@ -299,6 +299,11 @@ class DecodePreallocQueue:
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if is_retracted:
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self.retracted_queue.append(req)
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self.scheduler.num_waiting_tokens += (
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len(req.origin_input_ids)
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+ len(req.output_ids)
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+ self.num_reserved_decode_tokens
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)
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else:
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if req.bootstrap_host == FAKE_BOOTSTRAP_HOST:
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kv_receiver_class = get_kv_class(
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@@ -321,6 +326,7 @@ class DecodePreallocQueue:
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self.queue.append(
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DecodeRequest(req=req, kv_receiver=kv_receiver, waiting_for_input=False)
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)
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self.scheduler.num_waiting_tokens += len(req.origin_input_ids)
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def _check_if_req_exceed_kv_capacity(self, req: Req) -> bool:
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if len(req.origin_input_ids) > self.max_total_num_tokens:
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@@ -361,6 +367,8 @@ class DecodePreallocQueue:
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req.is_retracted = False
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self._pre_alloc(req)
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allocatable_tokens -= required_tokens_for_request
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# update counter for resumed request
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self.scheduler.num_waiting_tokens -= required_tokens_for_request
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# load from cpu, release the cpu copy
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req.load_kv_cache(self.req_to_token_pool, self.token_to_kv_pool_allocator)
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@@ -536,9 +544,15 @@ class DecodePreallocQueue:
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RequestStage.DECODE_BOOTSTRAP, decode_req.req.rid, auto_next_anon=True
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)
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self.queue = [
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entry for i, entry in enumerate(self.queue) if i not in indices_to_remove
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]
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preallocated_queue = []
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for i, entry in enumerate(self.queue):
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if i not in indices_to_remove:
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preallocated_queue.append(entry)
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else:
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# update counter for allocated or failed request
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self.scheduler.num_waiting_tokens -= len(entry.req.origin_input_ids)
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self.queue = preallocated_queue
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return preallocated_reqs
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@@ -200,6 +200,7 @@ class PrefillBootstrapQueue:
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self._process_req(req)
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req.add_latency(RequestStage.PREFILL_PREPARE)
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self.queue.append(req)
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self.scheduler.num_waiting_tokens += len(req.origin_input_ids)
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trace_slice_end(RequestStage.PREFILL_PREPARE, req.rid, auto_next_anon=True)
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def extend(self, reqs: List[Req], num_kv_heads: int) -> None:
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@@ -270,6 +271,8 @@ class PrefillBootstrapQueue:
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self.scheduler.stream_output([req], req.return_logprob)
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indices_to_remove.add(i)
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failed_reqs.append(req)
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# update counter for failed bootstrap request
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self.scheduler.num_waiting_tokens -= len(req.origin_input_ids)
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if self.scheduler.enable_metrics:
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self.scheduler.metrics_collector.increment_bootstrap_failed_reqs()
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continue
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@@ -427,6 +427,7 @@ class Scheduler(
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# Init running status
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self.waiting_queue: List[Req] = []
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self.num_waiting_tokens = 0
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# The running decoding batch for continuous batching
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self.running_batch: ScheduleBatch = ScheduleBatch(reqs=[], batch_is_full=False)
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# The current forward batch
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@@ -1464,6 +1465,7 @@ class Scheduler(
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return
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self._prefetch_kvcache(req)
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self.waiting_queue.append(req)
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self.num_waiting_tokens += len(req.origin_input_ids)
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req.time_stats.wait_queue_entry_time = time.perf_counter()
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trace_slice_end(RequestStage.REQUEST_PROCESS, req.rid, auto_next_anon=True)
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elif self.disaggregation_mode == DisaggregationMode.PREFILL:
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@@ -1531,6 +1533,8 @@ class Scheduler(
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if abort_existing_req:
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self.waiting_queue.pop(idx)
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req_to_abort = candidate_req
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# update counter for preempted existing request
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self.num_waiting_tokens -= len(req_to_abort.origin_input_ids)
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message = "The request is aborted by a higher priority request."
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self.send_to_tokenizer.send_output(
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@@ -1808,9 +1812,15 @@ class Scheduler(
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for req in can_run_list:
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req.add_latency(RequestStage.PREFILL_WAITING)
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self.waiting_queue = [
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x for x in self.waiting_queue if x not in set(can_run_list)
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]
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can_run_set = set(can_run_list)
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waiting_queue = []
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for x in self.waiting_queue:
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if x in can_run_set:
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self.num_waiting_tokens -= len(x.origin_input_ids)
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else:
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waiting_queue.append(x)
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self.waiting_queue = waiting_queue
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if adder.preempt_list:
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for req in adder.preempt_list:
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self._add_request_to_queue(req)
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@@ -2233,8 +2243,6 @@ class Scheduler(
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return if_success
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def get_load(self, recv_req: GetLoadReqInput = None) -> GetLoadReqOutput:
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# TODO(lsyin): use dynamically maintained num_waiting_tokens
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if self.is_hybrid:
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num_tokens_full = (
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self.full_tokens_per_layer
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@@ -2260,21 +2268,15 @@ class Scheduler(
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- self.tree_cache.evictable_size()
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)
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# Tokens in waiting queue, bootstrap queue, prealloc queue
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num_tokens += sum(len(req.origin_input_ids) for req in self.waiting_queue)
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# Tokens in waiting queue, bootstrap queue, prealloc/retract queue
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num_tokens += self.num_waiting_tokens
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num_waiting_reqs = len(self.waiting_queue)
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if self.disaggregation_mode == DisaggregationMode.PREFILL:
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num_tokens += sum(
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len(req.origin_input_ids)
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for req in self.disagg_prefill_bootstrap_queue.queue
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)
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num_waiting_reqs += len(self.disagg_prefill_bootstrap_queue.queue)
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elif self.disaggregation_mode == DisaggregationMode.DECODE:
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num_tokens += sum(
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len(req.req.origin_input_ids)
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for req in self.disagg_decode_prealloc_queue.queue
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)
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num_waiting_reqs += len(self.disagg_decode_prealloc_queue.queue)
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num_waiting_reqs += len(self.disagg_decode_transfer_queue.queue)
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num_waiting_reqs += len(self.disagg_decode_prealloc_queue.retracted_queue)
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return GetLoadReqOutput(
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dp_rank=self.dp_rank,
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@@ -2390,6 +2392,9 @@ class Scheduler(
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# For disaggregation decode mode, the request in the waiting queue has KV cache allocated.
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if self.disaggregation_mode == DisaggregationMode.DECODE:
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release_kv_cache(req, self.tree_cache)
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else:
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# update counter for abort request in prealloc and waiting queue
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self.num_waiting_tokens -= len(req.origin_input_ids)
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# For mamba radix cache
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if req.mamba_pool_idx is not None:
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