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This commit is contained in:
@@ -0,0 +1,209 @@
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import asyncio
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import io
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import logging
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import re
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from dataclasses import dataclass
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from typing import Any, Dict, List, Optional
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import soundfile as sf
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from fastapi import Request
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from sglang.srt.entrypoints.openai.transcription_adapters.base import (
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TranscriptionAdapter,
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)
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from sglang.srt.managers.io_struct import GenerateReqInput
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from sglang.srt.managers.tokenizer_manager import TokenizerManager
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logger = logging.getLogger(__name__)
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# Collapse whitespace before punctuation so batched-inference token
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# boundary jitter (" ," vs ",") doesn't leak into deltas. Covers both
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# ASCII punctuation and the CJK / fullwidth equivalents.
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_PUNCT_WS_RE = re.compile(r"\s+([,.;:!?,。!?;:、])")
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@dataclass
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class StreamingASRState:
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"""State for chunk-based streaming ASR with prefix rollback.
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Parameters are model-specific and should be provided via the
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adapter's ``chunked_streaming_config``.
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Known limitation: rollback uses str.split() which is ineffective
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for CJK languages (no whitespace between words).
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TODO: implement token-level rollback to handle all languages
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correctly.
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"""
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chunk_size_sec: float
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unfixed_chunk_num: int
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unfixed_token_num: int
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confirmed_text: str = ""
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# Monotonic accumulator; used as prompt prefix so the model sees a
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# natural continuation point, not the rolled-back ``confirmed_text``.
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emitted_text: str = ""
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full_transcript: str = ""
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chunk_index: int = 0
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def get_prefix_text(self) -> str:
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if self.chunk_index < self.unfixed_chunk_num or not self.emitted_text:
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return ""
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return self.emitted_text
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def _record_emit(self, delta: str) -> str:
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if delta:
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self.emitted_text = (
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f"{self.emitted_text} {delta}".strip() if self.emitted_text else delta
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)
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return delta
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def update(self, new_transcript: str) -> str:
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old_confirmed = self.confirmed_text
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words = new_transcript.split()
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if len(words) > self.unfixed_token_num:
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self.confirmed_text = " ".join(words[: -self.unfixed_token_num])
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else:
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self.confirmed_text = ""
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self.full_transcript = new_transcript
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self.chunk_index += 1
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if self.confirmed_text.startswith(old_confirmed):
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return self._record_emit(self.confirmed_text[len(old_confirmed) :].strip())
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# Model revised earlier text, use word level common prefix to avoid
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# re-emitting already-sent content and cutting mid-word.
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old_words = old_confirmed.split()
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new_words = self.confirmed_text.split()
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common_count = 0
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for ow, nw in zip(old_words, new_words):
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if ow != nw:
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break
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common_count += 1
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return self._record_emit(" ".join(new_words[common_count:]))
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def finalize(self) -> str:
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confirmed_words = self.confirmed_text.split()
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all_words = self.full_transcript.split()
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# Use word level common prefix to handle punctuation differences
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# between intermediate chunks and the final full transcription.
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common_count = 0
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for cw, aw in zip(confirmed_words, all_words):
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if cw != aw:
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break
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common_count += 1
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self.confirmed_text = self.full_transcript
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if common_count == 0 and confirmed_words and all_words:
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return self._record_emit(self.full_transcript)
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return self._record_emit(" ".join(all_words[common_count:]))
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def split_audio_chunks(audio_data: bytes, chunk_size_sec: float) -> List[bytes]:
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if not audio_data:
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raise ValueError("audio_data is empty")
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if chunk_size_sec <= 0:
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raise ValueError(f"chunk_size_sec must be positive, got {chunk_size_sec}")
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audio_file = io.BytesIO(audio_data)
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try:
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data, sample_rate = sf.read(audio_file, dtype="float32")
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except sf.LibsndfileError as e:
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raise ValueError(f"failed to decode audio: {e}") from e
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if len(data.shape) > 1:
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data = data.mean(axis=1)
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chunk_size_samples = int(chunk_size_sec * sample_rate)
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total_samples = len(data)
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chunks = []
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for end in range(
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chunk_size_samples, total_samples + chunk_size_samples, chunk_size_samples
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):
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end = min(end, total_samples)
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buf = io.BytesIO()
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sf.write(buf, data[:end], sample_rate, format="WAV")
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chunks.append(buf.getvalue())
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return chunks
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def normalize_whitespace(text: str) -> str:
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return _PUNCT_WS_RE.sub(r"\1", text)
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_NO_SPACE_BEFORE = frozenset(".,!?;:%)]},。!?;:、)】》」』")
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_NO_SPACE_AFTER = frozenset("([{(【《「『")
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def _is_cjk(c: str) -> bool:
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"""Whether char is a CJK-context glyph that doesn't take inter-word
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spaces — ideographs, Japanese kana, CJK punctuation, fullwidth forms.
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Excludes Hangul / Devanagari / Arabic etc., which are non-ASCII but
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space-separated and need the normal boundary space."""
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cp = ord(c)
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return (
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0x3000 <= cp <= 0x303F # CJK Symbols and Punctuation (,。、《》「」…)
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or 0x3040 <= cp <= 0x309F # Hiragana
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or 0x30A0 <= cp <= 0x30FF # Katakana
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or 0x3400 <= cp <= 0x4DBF # CJK Unified Ideographs Ext A
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or 0x4E00 <= cp <= 0x9FFF # CJK Unified Ideographs
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or 0xFF00 <= cp <= 0xFFEF # Halfwidth & Fullwidth Forms (fullwidth ASCII)
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)
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def needs_space(prev: str, cur: str) -> bool:
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"""Return whether a boundary space is needed between emitted deltas.
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Avoid spaces around punctuation and between adjacent CJK-context glyphs.
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Shared by the realtime WS and HTTP SSE chunked streaming paths.
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"""
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if not prev or not cur:
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return False
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if prev[-1].isspace() or cur[0].isspace():
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return False
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if cur[0] in _NO_SPACE_BEFORE or prev[-1] in _NO_SPACE_AFTER:
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return False
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if _is_cjk(prev[-1]) and _is_cjk(cur[0]):
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return False
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return True
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async def process_asr_chunk(
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tokenizer_manager: TokenizerManager,
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adapter: TranscriptionAdapter,
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state: StreamingASRState,
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audio_data: bytes,
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sampling_params: Dict[str, Any],
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is_last: bool,
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raw_request: Optional[Request] = None,
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routing_key: Optional[str] = None,
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) -> str:
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"""Run inference on one audio chunk. Shared by the HTTP and WebSocket paths."""
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prompt = adapter.prompt_template + state.get_prefix_text()
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chunk_request = GenerateReqInput(
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text=prompt,
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audio_data=audio_data,
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sampling_params=sampling_params,
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stream=False,
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modalities=["audio"],
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)
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if routing_key is not None:
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chunk_request.routing_key = routing_key
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try:
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ret = None
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async for ret in tokenizer_manager.generate_request(chunk_request, raw_request):
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break
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except asyncio.CancelledError:
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raise
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except ValueError:
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logger.warning(
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"[streaming_asr] chunk %d failed", state.chunk_index, exc_info=True
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)
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raise
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if ret is None:
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logger.warning("[streaming_asr] empty response for chunk %d", state.chunk_index)
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return ""
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text = normalize_whitespace(adapter.postprocess_text(ret.get("text", "")))
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if is_last:
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state.full_transcript = text
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return state.finalize()
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return state.update(text)
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