import json import os import sys import zlib from typing import Callable, TextIO system_encoding = sys.getdefaultencoding() if system_encoding != "utf-8": def make_safe(string): # replaces any character not representable using the system default encoding with an '?', # avoiding UnicodeEncodeError (https://github.com/openai/whisper/discussions/729). return string.encode(system_encoding, errors="replace").decode(system_encoding) else: def make_safe(string): # utf-8 can encode any Unicode code point, so no need to do the round-trip encoding return string def exact_div(x, y): assert x % y == 0 return x // y def str2bool(string): str2val = {"True": True, "False": False} if string in str2val: return str2val[string] else: raise ValueError(f"Expected one of {set(str2val.keys())}, got {string}") def optional_int(string): return None if string == "None" else int(string) def optional_float(string): return None if string == "None" else float(string) def compression_ratio(text) -> float: text_bytes = text.encode("utf-8") return len(text_bytes) / len(zlib.compress(text_bytes)) def format_timestamp(seconds: float, always_include_hours: bool = False, decimal_marker: str = '.'): assert seconds >= 0, "non-negative timestamp expected" milliseconds = round(seconds * 1000.0) hours = milliseconds // 3_600_000 milliseconds -= hours * 3_600_000 minutes = milliseconds // 60_000 milliseconds -= minutes * 60_000 seconds = milliseconds // 1_000 milliseconds -= seconds * 1_000 hours_marker = f"{hours:02d}:" if always_include_hours or hours > 0 else "" return f"{hours_marker}{minutes:02d}:{seconds:02d}{decimal_marker}{milliseconds:03d}" class ResultWriter: extension: str def __init__(self, output_dir: str): self.output_dir = output_dir def __call__(self, result: dict, audio_path: str): audio_basename = os.path.basename(audio_path) output_path = os.path.join(self.output_dir, audio_basename + "." + self.extension) with open(output_path, "w", encoding="utf-8") as f: self.write_result(result, file=f) def write_result(self, result: dict, file: TextIO): raise NotImplementedError class WriteTXT(ResultWriter): extension: str = "txt" def write_result(self, result: dict, file: TextIO): for segment in result["segments"]: print(segment['text'].strip(), file=file, flush=True) class WriteVTT(ResultWriter): extension: str = "vtt" def write_result(self, result: dict, file: TextIO): print("WEBVTT\n", file=file) for segment in result["segments"]: print( f"{format_timestamp(segment['start'])} --> {format_timestamp(segment['end'])}\n" f"{segment['text'].strip().replace('-->', '->')}\n", file=file, flush=True, ) class WriteSRT(ResultWriter): extension: str = "srt" def write_result(self, result: dict, file: TextIO): for i, segment in enumerate(result["segments"], start=1): # write srt lines print( f"{i}\n" f"{format_timestamp(segment['start'], always_include_hours=True, decimal_marker=',')} --> " f"{format_timestamp(segment['end'], always_include_hours=True, decimal_marker=',')}\n" f"{segment['text'].strip().replace('-->', '->')}\n", file=file, flush=True, ) class WriteTSV(ResultWriter): """ Write a transcript to a file in TSV (tab-separated values) format containing lines like: \t\t Using integer milliseconds as start and end times means there's no chance of interference from an environment setting a language encoding that causes the decimal in a floating point number to appear as a comma; also is faster and more efficient to parse & store, e.g., in C++. """ extension: str = "tsv" def write_result(self, result: dict, file: TextIO): print("start", "end", "text", sep="\t", file=file) for segment in result["segments"]: print(round(1000 * segment['start']), file=file, end="\t") print(round(1000 * segment['end']), file=file, end="\t") print(segment['text'].strip().replace("\t", " "), file=file, flush=True) class WriteJSON(ResultWriter): extension: str = "json" def write_result(self, result: dict, file: TextIO): json.dump(result, file) def get_writer(output_format: str, output_dir: str) -> Callable[[dict, TextIO], None]: writers = { "txt": WriteTXT, "vtt": WriteVTT, "srt": WriteSRT, "tsv": WriteTSV, "json": WriteJSON, } if output_format == "all": all_writers = [writer(output_dir) for writer in writers.values()] def write_all(result: dict, file: TextIO): for writer in all_writers: writer(result, file) return write_all return writers[output_format](output_dir)