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from __future__ import annotations
import re
from typing import TYPE_CHECKING
if TYPE_CHECKING:
from collections.abc import Iterable
from faster_whisper_server.api_models import TranscriptionSegment, TranscriptionWord
class Transcription:
def __init__(self, words: list[TranscriptionWord] = []) -> None:
self.words: list[TranscriptionWord] = []
self.extend(words)
@property
def text(self) -> str:
return " ".join(word.word for word in self.words).strip()
@property
def start(self) -> float:
return self.words[0].start if len(self.words) > 0 else 0.0
@property
def end(self) -> float:
return self.words[-1].end if len(self.words) > 0 else 0.0
@property
def duration(self) -> float:
return self.end - self.start
def after(self, seconds: float) -> Transcription:
return Transcription(words=[word for word in self.words if word.start > seconds])
def extend(self, words: list[TranscriptionWord]) -> None:
self._ensure_no_word_overlap(words)
self.words.extend(words)
def _ensure_no_word_overlap(self, words: list[TranscriptionWord]) -> None:
from faster_whisper_server.dependencies import get_config # HACK: avoid circular import
config = get_config() # HACK
if len(self.words) > 0 and len(words) > 0:
if words[0].start + config.word_timestamp_error_margin <= self.words[-1].end:
raise ValueError(
f"Words overlap: {self.words[-1]} and {words[0]}. Error margin: {config.word_timestamp_error_margin}" # noqa: E501
)
for i in range(1, len(words)):
if words[i].start + config.word_timestamp_error_margin <= words[i - 1].end:
raise ValueError(f"Words overlap: {words[i - 1]} and {words[i]}. All words: {words}")
def is_eos(text: str) -> bool:
if text.endswith("..."):
return False
return any(text.endswith(punctuation_symbol) for punctuation_symbol in ".?!")
def to_full_sentences(words: list[TranscriptionWord]) -> list[list[TranscriptionWord]]:
sentences: list[list[TranscriptionWord]] = [[]]
for word in words:
sentences[-1].append(word)
if is_eos(word.word):
sentences.append([])
if len(sentences[-1]) == 0 or not is_eos(sentences[-1][-1].word):
sentences.pop()
return sentences
def word_to_text(words: list[TranscriptionWord]) -> str:
return "".join(word.word for word in words)
def words_to_text_w_ts(words: list[TranscriptionWord]) -> str:
return "".join(f"{word.word}({word.start:.2f}-{word.end:.2f})" for word in words)
def segments_to_text(segments: Iterable[TranscriptionSegment]) -> str:
return "".join(segment.text for segment in segments).strip()
def srt_format_timestamp(ts: float) -> str:
hours = ts // 3600
minutes = (ts % 3600) // 60
seconds = ts % 60
milliseconds = (ts * 1000) % 1000
return f"{int(hours):02d}:{int(minutes):02d}:{int(seconds):02d},{int(milliseconds):03d}"
def vtt_format_timestamp(ts: float) -> str:
hours = ts // 3600
minutes = (ts % 3600) // 60
seconds = ts % 60
milliseconds = (ts * 1000) % 1000
return f"{int(hours):02d}:{int(minutes):02d}:{int(seconds):02d}.{int(milliseconds):03d}"
def segments_to_vtt(segment: TranscriptionSegment, i: int) -> str:
start = segment.start if i > 0 else 0.0
result = f"{vtt_format_timestamp(start)} --> {vtt_format_timestamp(segment.end)}\n{segment.text}\n\n"
if i == 0:
return f"WEBVTT\n\n{result}"
else:
return result
def segments_to_srt(segment: TranscriptionSegment, i: int) -> str:
return f"{i + 1}\n{srt_format_timestamp(segment.start)} --> {srt_format_timestamp(segment.end)}\n{segment.text}\n\n"
def canonicalize_word(text: str) -> str:
text = text.lower()
# Remove non-alphabetic characters using regular expression
text = re.sub(r"[^a-z]", "", text)
return text.lower().strip().strip(".,?!")
def common_prefix(a: list[TranscriptionWord], b: list[TranscriptionWord]) -> list[TranscriptionWord]:
i = 0
while i < len(a) and i < len(b) and canonicalize_word(a[i].word) == canonicalize_word(b[i].word):
i += 1
return a[:i]