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This commit is contained in:
wehub-resource-sync
2026-07-13 12:38:16 +08:00
commit 94057c3d3e
7152 changed files with 2120455 additions and 0 deletions
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import asyncio
import io
import logging
import re
from dataclasses import dataclass
from typing import Any, Dict, List, Optional
import soundfile as sf
from fastapi import Request
from sglang.srt.entrypoints.openai.transcription_adapters.base import (
TranscriptionAdapter,
)
from sglang.srt.managers.io_struct import GenerateReqInput
from sglang.srt.managers.tokenizer_manager import TokenizerManager
logger = logging.getLogger(__name__)
# Collapse whitespace before punctuation so batched-inference token
# boundary jitter (" ," vs ",") doesn't leak into deltas. Covers both
# ASCII punctuation and the CJK / fullwidth equivalents.
_PUNCT_WS_RE = re.compile(r"\s+([,.;:!?,。!?;:、])")
@dataclass
class StreamingASRState:
"""State for chunk-based streaming ASR with prefix rollback.
Parameters are model-specific and should be provided via the
adapter's ``chunked_streaming_config``.
Known limitation: rollback uses str.split() which is ineffective
for CJK languages (no whitespace between words).
TODO: implement token-level rollback to handle all languages
correctly.
"""
chunk_size_sec: float
unfixed_chunk_num: int
unfixed_token_num: int
confirmed_text: str = ""
# Monotonic accumulator; used as prompt prefix so the model sees a
# natural continuation point, not the rolled-back ``confirmed_text``.
emitted_text: str = ""
full_transcript: str = ""
chunk_index: int = 0
def get_prefix_text(self) -> str:
if self.chunk_index < self.unfixed_chunk_num or not self.emitted_text:
return ""
return self.emitted_text
def _record_emit(self, delta: str) -> str:
if delta:
self.emitted_text = (
f"{self.emitted_text} {delta}".strip() if self.emitted_text else delta
)
return delta
def update(self, new_transcript: str) -> str:
old_confirmed = self.confirmed_text
words = new_transcript.split()
if len(words) > self.unfixed_token_num:
self.confirmed_text = " ".join(words[: -self.unfixed_token_num])
else:
self.confirmed_text = ""
self.full_transcript = new_transcript
self.chunk_index += 1
if self.confirmed_text.startswith(old_confirmed):
return self._record_emit(self.confirmed_text[len(old_confirmed) :].strip())
# Model revised earlier text, use word level common prefix to avoid
# re-emitting already-sent content and cutting mid-word.
old_words = old_confirmed.split()
new_words = self.confirmed_text.split()
common_count = 0
for ow, nw in zip(old_words, new_words):
if ow != nw:
break
common_count += 1
return self._record_emit(" ".join(new_words[common_count:]))
def finalize(self) -> str:
confirmed_words = self.confirmed_text.split()
all_words = self.full_transcript.split()
# Use word level common prefix to handle punctuation differences
# between intermediate chunks and the final full transcription.
common_count = 0
for cw, aw in zip(confirmed_words, all_words):
if cw != aw:
break
common_count += 1
self.confirmed_text = self.full_transcript
if common_count == 0 and confirmed_words and all_words:
return self._record_emit(self.full_transcript)
return self._record_emit(" ".join(all_words[common_count:]))
def split_audio_chunks(audio_data: bytes, chunk_size_sec: float) -> List[bytes]:
if not audio_data:
raise ValueError("audio_data is empty")
if chunk_size_sec <= 0:
raise ValueError(f"chunk_size_sec must be positive, got {chunk_size_sec}")
audio_file = io.BytesIO(audio_data)
try:
data, sample_rate = sf.read(audio_file, dtype="float32")
except sf.LibsndfileError as e:
raise ValueError(f"failed to decode audio: {e}") from e
if len(data.shape) > 1:
data = data.mean(axis=1)
chunk_size_samples = int(chunk_size_sec * sample_rate)
total_samples = len(data)
chunks = []
for end in range(
chunk_size_samples, total_samples + chunk_size_samples, chunk_size_samples
):
end = min(end, total_samples)
buf = io.BytesIO()
sf.write(buf, data[:end], sample_rate, format="WAV")
chunks.append(buf.getvalue())
return chunks
def normalize_whitespace(text: str) -> str:
return _PUNCT_WS_RE.sub(r"\1", text)
_NO_SPACE_BEFORE = frozenset(".,!?;:%)]},。!?;:、)】》」』")
_NO_SPACE_AFTER = frozenset("([{(【《「『")
def _is_cjk(c: str) -> bool:
"""Whether char is a CJK-context glyph that doesn't take inter-word
spaces — ideographs, Japanese kana, CJK punctuation, fullwidth forms.
Excludes Hangul / Devanagari / Arabic etc., which are non-ASCII but
space-separated and need the normal boundary space."""
cp = ord(c)
return (
0x3000 <= cp <= 0x303F # CJK Symbols and Punctuation (,。、《》「」…)
or 0x3040 <= cp <= 0x309F # Hiragana
or 0x30A0 <= cp <= 0x30FF # Katakana
or 0x3400 <= cp <= 0x4DBF # CJK Unified Ideographs Ext A
or 0x4E00 <= cp <= 0x9FFF # CJK Unified Ideographs
or 0xFF00 <= cp <= 0xFFEF # Halfwidth & Fullwidth Forms (fullwidth ASCII)
)
def needs_space(prev: str, cur: str) -> bool:
"""Return whether a boundary space is needed between emitted deltas.
Avoid spaces around punctuation and between adjacent CJK-context glyphs.
Shared by the realtime WS and HTTP SSE chunked streaming paths.
"""
if not prev or not cur:
return False
if prev[-1].isspace() or cur[0].isspace():
return False
if cur[0] in _NO_SPACE_BEFORE or prev[-1] in _NO_SPACE_AFTER:
return False
if _is_cjk(prev[-1]) and _is_cjk(cur[0]):
return False
return True
async def process_asr_chunk(
tokenizer_manager: TokenizerManager,
adapter: TranscriptionAdapter,
state: StreamingASRState,
audio_data: bytes,
sampling_params: Dict[str, Any],
is_last: bool,
raw_request: Optional[Request] = None,
routing_key: Optional[str] = None,
) -> str:
"""Run inference on one audio chunk. Shared by the HTTP and WebSocket paths."""
prompt = adapter.prompt_template + state.get_prefix_text()
chunk_request = GenerateReqInput(
text=prompt,
audio_data=audio_data,
sampling_params=sampling_params,
stream=False,
modalities=["audio"],
)
if routing_key is not None:
chunk_request.routing_key = routing_key
try:
ret = None
async for ret in tokenizer_manager.generate_request(chunk_request, raw_request):
break
except asyncio.CancelledError:
raise
except ValueError:
logger.warning(
"[streaming_asr] chunk %d failed", state.chunk_index, exc_info=True
)
raise
if ret is None:
logger.warning("[streaming_asr] empty response for chunk %d", state.chunk_index)
return ""
text = normalize_whitespace(adapter.postprocess_text(ret.get("text", "")))
if is_last:
state.full_transcript = text
return state.finalize()
return state.update(text)