Improve: Use TypeBasedDispatcher in DetokenizerManager (#3117)
This commit is contained in:
@@ -32,7 +32,11 @@ from sglang.srt.managers.io_struct import (
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)
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)
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from sglang.srt.server_args import PortArgs, ServerArgs
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from sglang.srt.server_args import PortArgs, ServerArgs
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from sglang.srt.utils import configure_logger, get_zmq_socket
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from sglang.srt.utils import configure_logger, get_zmq_socket
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from sglang.utils import find_printable_text, get_exception_traceback
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from sglang.utils import (
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TypeBasedDispatcher,
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find_printable_text,
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get_exception_traceback,
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)
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logger = logging.getLogger(__name__)
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logger = logging.getLogger(__name__)
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@@ -83,6 +87,13 @@ class DetokenizerManager:
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self.decode_status = LimitedCapacityDict(capacity=DETOKENIZER_MAX_STATES)
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self.decode_status = LimitedCapacityDict(capacity=DETOKENIZER_MAX_STATES)
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self._request_dispatcher = TypeBasedDispatcher(
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[
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(BatchEmbeddingOut, self.handle_batch_embedding_out),
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(BatchTokenIDOut, self.handle_batch_token_id_out),
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]
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)
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def trim_matched_stop(
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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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self, output: Union[str, List[int]], finished_reason: Dict, no_stop_trim: bool
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):
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):
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@@ -111,115 +122,115 @@ class DetokenizerManager:
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while True:
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while True:
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recv_obj = self.recv_from_scheduler.recv_pyobj()
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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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self.send_to_tokenizer.send_pyobj(output)
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if isinstance(recv_obj, BatchEmbeddingOut):
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def handle_batch_embedding_out(self, recv_obj: BatchEmbeddingOut):
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# If it is embedding model, no detokenization is needed.
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# If it is embedding model, no detokenization is needed.
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self.send_to_tokenizer.send_pyobj(recv_obj)
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return recv_obj
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continue
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def handle_batch_token_id_out(self, recv_obj: BatchTokenIDOut):
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bs = len(recv_obj.rids)
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# Initialize decode status
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read_ids, surr_ids = [], []
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for i in range(bs):
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rid = recv_obj.rids[i]
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vid = recv_obj.vids[i]
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if rid not in self.decode_status or self.decode_status[rid].vid != vid:
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s = DecodeStatus(
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vid=vid,
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decoded_text=recv_obj.decoded_texts[i],
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decode_ids=recv_obj.decode_ids[i],
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surr_offset=0,
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read_offset=recv_obj.read_offsets[i],
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)
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self.decode_status[rid] = s
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else:
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else:
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assert isinstance(recv_obj, BatchTokenIDOut)
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s = self.decode_status[rid]
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s.decode_ids = recv_obj.decode_ids[i]
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bs = len(recv_obj.rids)
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read_ids.append(
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self.trim_matched_stop(
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s.decode_ids[s.surr_offset :],
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recv_obj.finished_reasons[i],
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recv_obj.no_stop_trim[i],
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)
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)
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surr_ids.append(s.decode_ids[s.surr_offset : s.read_offset])
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# Initialize decode status
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# TODO(lmzheng): handle skip_special_tokens/spaces_between_special_tokens per request
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read_ids, surr_ids = [], []
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surr_texts = self.tokenizer.batch_decode(
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for i in range(bs):
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surr_ids,
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rid = recv_obj.rids[i]
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skip_special_tokens=recv_obj.skip_special_tokens[0],
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vid = recv_obj.vids[i]
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spaces_between_special_tokens=recv_obj.spaces_between_special_tokens[0],
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if rid not in self.decode_status or self.decode_status[rid].vid != vid:
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)
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s = DecodeStatus(
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read_texts = self.tokenizer.batch_decode(
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vid=vid,
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read_ids,
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decoded_text=recv_obj.decoded_texts[i],
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skip_special_tokens=recv_obj.skip_special_tokens[0],
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decode_ids=recv_obj.decode_ids[i],
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spaces_between_special_tokens=recv_obj.spaces_between_special_tokens[0],
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surr_offset=0,
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)
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read_offset=recv_obj.read_offsets[i],
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)
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# Incremental decoding
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self.decode_status[rid] = s
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output_strs = []
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finished_reqs = []
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for i in range(bs):
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try:
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s = self.decode_status[recv_obj.rids[i]]
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except KeyError:
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raise RuntimeError(
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f"Decode status not found for request {recv_obj.rids[i]}. "
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"It may be due to the request being evicted from the decode status due to memory pressure. "
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"Please increase the maximum number of requests by setting "
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"the SGLANG_DETOKENIZER_MAX_STATES environment variable to a bigger value than the default value. "
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f"The current value is {DETOKENIZER_MAX_STATES}. "
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"For more details, see: https://github.com/sgl-project/sglang/issues/2812"
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)
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new_text = read_texts[i][len(surr_texts[i]) :]
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if recv_obj.finished_reasons[i] is None:
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# Streaming chunk: update the decode status
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if len(new_text) > 0 and not new_text.endswith("<EFBFBD>"):
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s.decoded_text = s.decoded_text + new_text
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s.surr_offset = s.read_offset
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s.read_offset = len(s.decode_ids)
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new_text = ""
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else:
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else:
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s = self.decode_status[rid]
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new_text = find_printable_text(new_text)
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s.decode_ids = recv_obj.decode_ids[i]
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else:
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finished_reqs.append(recv_obj.rids[i])
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read_ids.append(
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output_strs.append(
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self.trim_matched_stop(
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self.trim_matched_stop(
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s.decode_ids[s.surr_offset :],
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s.decoded_text + new_text,
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recv_obj.finished_reasons[i],
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recv_obj.finished_reasons[i],
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recv_obj.no_stop_trim[i],
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recv_obj.no_stop_trim[i],
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)
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)
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surr_ids.append(s.decode_ids[s.surr_offset : s.read_offset])
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# TODO(lmzheng): handle skip_special_tokens/spaces_between_special_tokens per request
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surr_texts = self.tokenizer.batch_decode(
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surr_ids,
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skip_special_tokens=recv_obj.skip_special_tokens[0],
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spaces_between_special_tokens=recv_obj.spaces_between_special_tokens[0],
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)
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read_texts = self.tokenizer.batch_decode(
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read_ids,
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skip_special_tokens=recv_obj.skip_special_tokens[0],
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spaces_between_special_tokens=recv_obj.spaces_between_special_tokens[0],
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)
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# Incremental decoding
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output_strs = []
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finished_reqs = []
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for i in range(bs):
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try:
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s = self.decode_status[recv_obj.rids[i]]
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except KeyError:
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raise RuntimeError(
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f"Decode status not found for request {recv_obj.rids[i]}. "
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"It may be due to the request being evicted from the decode status due to memory pressure. "
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"Please increase the maximum number of requests by setting "
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"the SGLANG_DETOKENIZER_MAX_STATES environment variable to a bigger value than the default value. "
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f"The current value is {DETOKENIZER_MAX_STATES}. "
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"For more details, see: https://github.com/sgl-project/sglang/issues/2812"
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)
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new_text = read_texts[i][len(surr_texts[i]) :]
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if recv_obj.finished_reasons[i] is None:
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# Streaming chunk: update the decode status
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if len(new_text) > 0 and not new_text.endswith("<EFBFBD>"):
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s.decoded_text = s.decoded_text + new_text
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s.surr_offset = s.read_offset
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s.read_offset = len(s.decode_ids)
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new_text = ""
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else:
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new_text = find_printable_text(new_text)
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else:
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finished_reqs.append(recv_obj.rids[i])
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output_strs.append(
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self.trim_matched_stop(
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s.decoded_text + new_text,
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recv_obj.finished_reasons[i],
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recv_obj.no_stop_trim[i],
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)
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)
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self.send_to_tokenizer.send_pyobj(
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BatchStrOut(
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rids=recv_obj.rids,
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finished_reasons=recv_obj.finished_reasons,
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output_strs=output_strs,
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prompt_tokens=recv_obj.prompt_tokens,
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completion_tokens=recv_obj.completion_tokens,
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cached_tokens=recv_obj.cached_tokens,
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spec_verify_ct=recv_obj.spec_verify_ct,
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input_token_logprobs_val=recv_obj.input_token_logprobs_val,
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input_token_logprobs_idx=recv_obj.input_token_logprobs_idx,
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output_token_logprobs_val=recv_obj.output_token_logprobs_val,
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output_token_logprobs_idx=recv_obj.output_token_logprobs_idx,
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input_top_logprobs_val=recv_obj.input_top_logprobs_val,
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input_top_logprobs_idx=recv_obj.input_top_logprobs_idx,
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output_top_logprobs_val=recv_obj.output_top_logprobs_val,
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output_top_logprobs_idx=recv_obj.output_top_logprobs_idx,
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output_hidden_states=recv_obj.output_hidden_states,
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)
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)
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)
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)
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# remove decodestatus for completed requests
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out = BatchStrOut(
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for rid in finished_reqs:
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rids=recv_obj.rids,
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self.decode_status.pop(rid)
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finished_reasons=recv_obj.finished_reasons,
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output_strs=output_strs,
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prompt_tokens=recv_obj.prompt_tokens,
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completion_tokens=recv_obj.completion_tokens,
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cached_tokens=recv_obj.cached_tokens,
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spec_verify_ct=recv_obj.spec_verify_ct,
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input_token_logprobs_val=recv_obj.input_token_logprobs_val,
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input_token_logprobs_idx=recv_obj.input_token_logprobs_idx,
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output_token_logprobs_val=recv_obj.output_token_logprobs_val,
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output_token_logprobs_idx=recv_obj.output_token_logprobs_idx,
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input_top_logprobs_val=recv_obj.input_top_logprobs_val,
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input_top_logprobs_idx=recv_obj.input_top_logprobs_idx,
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output_top_logprobs_val=recv_obj.output_top_logprobs_val,
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output_top_logprobs_idx=recv_obj.output_top_logprobs_idx,
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output_hidden_states=recv_obj.output_hidden_states,
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)
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# remove decodestatus for completed requests
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for rid in finished_reqs:
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self.decode_status.pop(rid)
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return out
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class LimitedCapacityDict(OrderedDict):
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class LimitedCapacityDict(OrderedDict):
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