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Implement max line width and max line count, and make word highlighting optional (#1184)
* Add highlight_words, max_line_width, max_line_count * Refactor subtitle generator --------- Co-authored-by: Jong Wook Kim <jongwook@openai.com>
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@ -401,6 +401,9 @@ def cli():
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parser.add_argument("--word_timestamps", type=str2bool, default=False, help="(experimental) extract word-level timestamps and refine the results based on them")
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parser.add_argument("--prepend_punctuations", type=str, default="\"\'“¿([{-", help="if word_timestamps is True, merge these punctuation symbols with the next word")
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parser.add_argument("--append_punctuations", type=str, default="\"\'.。,,!!??::”)]}、", help="if word_timestamps is True, merge these punctuation symbols with the previous word")
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parser.add_argument("--highlight_words", type=str2bool, default=False, help="(requires --word_timestamps True) underline each word as it is spoken in srt and vtt")
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parser.add_argument("--max_line_width", type=optional_int, default=None, help="(requires --word_timestamps True) the maximum number of characters in a line before breaking the line")
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parser.add_argument("--max_line_count", type=optional_int, default=None, help="(requires --word_timestamps True) the maximum number of lines in a segment")
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parser.add_argument("--threads", type=optional_int, default=0, help="number of threads used by torch for CPU inference; supercedes MKL_NUM_THREADS/OMP_NUM_THREADS")
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# fmt: on
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@ -433,9 +436,17 @@ def cli():
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model = load_model(model_name, device=device, download_root=model_dir)
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writer = get_writer(output_format, output_dir)
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word_options = ["highlight_words", "max_line_count", "max_line_width"]
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if not args["word_timestamps"]:
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for option in word_options:
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if args[option]:
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parser.error(f"--{option} requires --word_timestamps True")
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if args["max_line_count"] and not args["max_line_width"]:
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warnings.warn("--max_line_count has no effect without --max_line_width")
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writer_args = {arg: args.pop(arg) for arg in word_options}
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for audio_path in args.pop("audio"):
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result = transcribe(model, audio_path, temperature=temperature, **args)
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writer(result, audio_path)
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writer(result, audio_path, writer_args)
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if __name__ == "__main__":
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129
whisper/utils.py
129
whisper/utils.py
@ -1,8 +1,9 @@
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import json
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import os
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import re
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import sys
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import zlib
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from typing import Callable, TextIO
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from typing import Callable, Optional, TextIO
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system_encoding = sys.getdefaultencoding()
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@ -73,7 +74,7 @@ class ResultWriter:
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def __init__(self, output_dir: str):
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self.output_dir = output_dir
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def __call__(self, result: dict, audio_path: str):
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def __call__(self, result: dict, audio_path: str, options: dict):
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audio_basename = os.path.basename(audio_path)
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audio_basename = os.path.splitext(audio_basename)[0]
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output_path = os.path.join(
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@ -81,16 +82,16 @@ class ResultWriter:
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)
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with open(output_path, "w", encoding="utf-8") as f:
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self.write_result(result, file=f)
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self.write_result(result, file=f, options=options)
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def write_result(self, result: dict, file: TextIO):
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def write_result(self, result: dict, file: TextIO, options: dict):
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raise NotImplementedError
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class WriteTXT(ResultWriter):
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extension: str = "txt"
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def write_result(self, result: dict, file: TextIO):
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def write_result(self, result: dict, file: TextIO, options: dict):
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for segment in result["segments"]:
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print(segment["text"].strip(), file=file, flush=True)
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@ -99,33 +100,81 @@ class SubtitlesWriter(ResultWriter):
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always_include_hours: bool
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decimal_marker: str
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def iterate_result(self, result: dict):
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for segment in result["segments"]:
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segment_start = self.format_timestamp(segment["start"])
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segment_end = self.format_timestamp(segment["end"])
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segment_text = segment["text"].strip().replace("-->", "->")
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def iterate_result(self, result: dict, options: dict):
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raw_max_line_width: Optional[int] = options["max_line_width"]
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max_line_count: Optional[int] = options["max_line_count"]
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highlight_words: bool = options["highlight_words"]
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max_line_width = 1000 if raw_max_line_width is None else raw_max_line_width
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preserve_segments = max_line_count is None or raw_max_line_width is None
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if word_timings := segment.get("words", None):
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all_words = [timing["word"] for timing in word_timings]
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all_words[0] = all_words[0].strip() # remove the leading space, if any
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last = segment_start
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for i, this_word in enumerate(word_timings):
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start = self.format_timestamp(this_word["start"])
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end = self.format_timestamp(this_word["end"])
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if last != start:
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yield last, start, segment_text
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def iterate_subtitles():
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line_len = 0
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line_count = 1
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# the next subtitle to yield (a list of word timings with whitespace)
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subtitle: list[dict] = []
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last = result["segments"][0]["words"][0]["start"]
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for segment in result["segments"]:
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for i, original_timing in enumerate(segment["words"]):
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timing = original_timing.copy()
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long_pause = not preserve_segments and timing["start"] - last > 3.0
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has_room = line_len + len(timing["word"]) <= max_line_width
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seg_break = i == 0 and len(subtitle) > 0 and preserve_segments
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if line_len > 0 and has_room and not long_pause and not seg_break:
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# line continuation
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line_len += len(timing["word"])
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else:
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# new line
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timing["word"] = timing["word"].strip()
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if (
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len(subtitle) > 0
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and max_line_count is not None
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and (long_pause or line_count >= max_line_count)
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or seg_break
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):
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# subtitle break
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yield subtitle
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subtitle = []
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line_count = 1
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elif line_len > 0:
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# line break
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line_count += 1
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timing["word"] = "\n" + timing["word"]
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line_len = len(timing["word"].strip())
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subtitle.append(timing)
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last = timing["start"]
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if len(subtitle) > 0:
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yield subtitle
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yield start, end, "".join(
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[
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f"<u>{word}</u>" if j == i else word
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for j, word in enumerate(all_words)
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]
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)
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last = end
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if "words" in result["segments"][0]:
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for subtitle in iterate_subtitles():
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subtitle_start = self.format_timestamp(subtitle[0]["start"])
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subtitle_end = self.format_timestamp(subtitle[-1]["end"])
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subtitle_text = "".join([word["word"] for word in subtitle])
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if highlight_words:
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last = subtitle_start
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all_words = [timing["word"] for timing in subtitle]
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for i, this_word in enumerate(subtitle):
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start = self.format_timestamp(this_word["start"])
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end = self.format_timestamp(this_word["end"])
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if last != start:
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yield last, start, subtitle_text
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if last != segment_end:
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yield last, segment_end, segment_text
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else:
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yield start, end, "".join(
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[
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re.sub(r"^(\s*)(.*)$", r"\1<u>\2</u>", word)
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if j == i
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else word
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for j, word in enumerate(all_words)
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]
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)
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last = end
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else:
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yield subtitle_start, subtitle_end, subtitle_text
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else:
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for segment in result["segments"]:
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segment_start = self.format_timestamp(segment["start"])
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segment_end = self.format_timestamp(segment["end"])
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segment_text = segment["text"].strip().replace("-->", "->")
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yield segment_start, segment_end, segment_text
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def format_timestamp(self, seconds: float):
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@ -141,9 +190,9 @@ class WriteVTT(SubtitlesWriter):
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always_include_hours: bool = False
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decimal_marker: str = "."
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def write_result(self, result: dict, file: TextIO):
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def write_result(self, result: dict, file: TextIO, options: dict):
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print("WEBVTT\n", file=file)
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for start, end, text in self.iterate_result(result):
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for start, end, text in self.iterate_result(result, options):
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print(f"{start} --> {end}\n{text}\n", file=file, flush=True)
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@ -152,8 +201,10 @@ class WriteSRT(SubtitlesWriter):
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always_include_hours: bool = True
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decimal_marker: str = ","
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def write_result(self, result: dict, file: TextIO):
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for i, (start, end, text) in enumerate(self.iterate_result(result), start=1):
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def write_result(self, result: dict, file: TextIO, options: dict):
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for i, (start, end, text) in enumerate(
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self.iterate_result(result, options), start=1
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):
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print(f"{i}\n{start} --> {end}\n{text}\n", file=file, flush=True)
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@ -169,7 +220,7 @@ class WriteTSV(ResultWriter):
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extension: str = "tsv"
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def write_result(self, result: dict, file: TextIO):
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def write_result(self, result: dict, file: TextIO, options: dict):
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print("start", "end", "text", sep="\t", file=file)
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for segment in result["segments"]:
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print(round(1000 * segment["start"]), file=file, end="\t")
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@ -180,11 +231,13 @@ class WriteTSV(ResultWriter):
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class WriteJSON(ResultWriter):
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extension: str = "json"
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def write_result(self, result: dict, file: TextIO):
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def write_result(self, result: dict, file: TextIO, options: dict):
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json.dump(result, file)
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def get_writer(output_format: str, output_dir: str) -> Callable[[dict, TextIO], None]:
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def get_writer(
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output_format: str, output_dir: str
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) -> Callable[[dict, TextIO, dict], None]:
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writers = {
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"txt": WriteTXT,
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"vtt": WriteVTT,
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@ -196,9 +249,9 @@ def get_writer(output_format: str, output_dir: str) -> Callable[[dict, TextIO],
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if output_format == "all":
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all_writers = [writer(output_dir) for writer in writers.values()]
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def write_all(result: dict, file: TextIO):
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def write_all(result: dict, file: TextIO, options: dict):
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for writer in all_writers:
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writer(result, file)
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writer(result, file, options)
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return write_all
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