Detokenize incrementally when streaming (#653)
This commit is contained in:
@@ -1,7 +1,9 @@
|
||||
"""DetokenizerManager is a process that detokenizes the token ids."""
|
||||
|
||||
import asyncio
|
||||
import dataclasses
|
||||
import inspect
|
||||
from typing import List
|
||||
|
||||
import uvloop
|
||||
import zmq
|
||||
@@ -16,6 +18,14 @@ from sglang.utils import find_printable_text, get_exception_traceback, graceful_
|
||||
asyncio.set_event_loop_policy(uvloop.EventLoopPolicy())
|
||||
|
||||
|
||||
@dataclasses.dataclass
|
||||
class DecodeStatus:
|
||||
decoded_text: str
|
||||
decode_ids: List[int]
|
||||
surr_offset: int
|
||||
read_offset: int
|
||||
|
||||
|
||||
class DetokenizerManager:
|
||||
def __init__(
|
||||
self,
|
||||
@@ -35,19 +45,42 @@ class DetokenizerManager:
|
||||
trust_remote_code=server_args.trust_remote_code,
|
||||
)
|
||||
|
||||
self.decode_status = {}
|
||||
|
||||
async def handle_loop(self):
|
||||
while True:
|
||||
recv_obj: BatchTokenIDOut = await self.recv_from_router.recv_pyobj()
|
||||
assert isinstance(recv_obj, BatchTokenIDOut)
|
||||
bs = len(recv_obj.rids)
|
||||
|
||||
# FIXME: incremental detokenize is not compatible with jump forward
|
||||
# Initialize decode status
|
||||
read_ids, surr_ids = [], []
|
||||
for i in range(bs):
|
||||
rid = recv_obj.rids[i]
|
||||
if rid not in self.decode_status:
|
||||
s = DecodeStatus(
|
||||
decoded_text=recv_obj.decoded_texts[i],
|
||||
decode_ids=recv_obj.decode_ids[i],
|
||||
surr_offset=0,
|
||||
read_offset=recv_obj.read_offsets[i],
|
||||
)
|
||||
self.decode_status[rid] = s
|
||||
else:
|
||||
s = self.decode_status[rid]
|
||||
s.decode_ids = recv_obj.decode_ids[i]
|
||||
|
||||
read_ids.append(s.decode_ids[s.surr_offset :])
|
||||
surr_ids.append(s.decode_ids[s.surr_offset : s.read_offset])
|
||||
|
||||
# TODO(lmzheng): handle skip_special_tokens/spaces_between_special_tokens per request
|
||||
surr_texts = self.tokenizer.batch_decode(
|
||||
recv_obj.surr_output_ids,
|
||||
surr_ids,
|
||||
skip_special_tokens=recv_obj.skip_special_tokens[0],
|
||||
spaces_between_special_tokens=recv_obj.spaces_between_special_tokens[0],
|
||||
)
|
||||
read_texts = self.tokenizer.batch_decode(
|
||||
recv_obj.read_output_ids,
|
||||
read_ids,
|
||||
skip_special_tokens=recv_obj.skip_special_tokens[0],
|
||||
spaces_between_special_tokens=recv_obj.spaces_between_special_tokens[0],
|
||||
)
|
||||
@@ -55,11 +88,20 @@ class DetokenizerManager:
|
||||
# Trim stop str
|
||||
# TODO(lmzheng): handle the case where multiple stop strs are hit
|
||||
output_strs = []
|
||||
for i in range(len(recv_obj.rids)):
|
||||
for i in range(bs):
|
||||
s = self.decode_status[recv_obj.rids[i]]
|
||||
new_text = read_texts[i][len(surr_texts[i]) :]
|
||||
if recv_obj.finished_reason[i] is None:
|
||||
new_text = find_printable_text(new_text)
|
||||
output_strs.append(recv_obj.decoded_texts[i] + new_text)
|
||||
# Streaming chunk: update the decode status
|
||||
if len(new_text) > 0 and not new_text.endswith("<EFBFBD>"):
|
||||
s.decoded_text = s.decoded_text + new_text
|
||||
s.surr_offset = s.read_offset
|
||||
s.read_offset = len(s.decode_ids)
|
||||
new_text = ""
|
||||
else:
|
||||
new_text = find_printable_text(new_text)
|
||||
|
||||
output_strs.append(s.decoded_text + new_text)
|
||||
|
||||
if isinstance(recv_obj.finished_reason[i], FINISH_MATCHED_STR):
|
||||
pos = output_strs[i].find(recv_obj.finished_reason[i].matched)
|
||||
|
||||
Reference in New Issue
Block a user