annotate dictation/main.py @ 282:6bd4a3990696 default tip

Add cross-platform canvas orchestration and typed composer Enable native ARM dependencies, macOS Copilot orchestration, portable service supervision, CPU dictation, and a shared N-key speak-or-type composer. Co-authored-by: Copilot <[email protected]> Copilot-Session: f68442b1-fa8f-46a0-9689-81710613bbd4
author MrJuneJune <me@mrjunejune.com>
date Thu, 20 Aug 2026 20:45:25 -0700
parents 78699f810817
children
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1 from __future__ import annotations
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2
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3 import argparse
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4 import asyncio
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5 import json
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6 import os
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7 from pathlib import Path
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8 import sys
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9
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10 from dictation.config import (
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11 DictationConfig,
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12 MODEL_REPOSITORY,
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13 MODEL_REVISION,
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14 )
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15
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16
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17 def download_model(config: DictationConfig) -> None:
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18 from huggingface_hub import snapshot_download
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19
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20 config.model_dir.mkdir(parents=True, exist_ok=True)
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21 snapshot_download(
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22 repo_id=MODEL_REPOSITORY,
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23 revision=MODEL_REVISION,
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24 local_dir=config.model_dir,
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25 allow_patterns=[
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26 "config.json",
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27 "model.bin",
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28 "tokenizer.json",
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29 "vocabulary.txt",
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30 ],
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31 )
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32 marker = config.model_dir / ".model-revision"
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33 marker.write_text(f"{MODEL_REPOSITORY}@{MODEL_REVISION}\n", encoding="ascii")
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34 print(f"Model ready: {config.model_dir}")
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35
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36
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37 def preflight(config: DictationConfig) -> None:
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38 import ctranslate2
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39
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40 compute_types = sorted(
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41 ctranslate2.get_supported_compute_types(config.device)
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42 )
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43 if config.compute_type not in compute_types:
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44 raise RuntimeError(
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45 f"{config.compute_type} is unsupported on {config.device}; "
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46 f"available: {', '.join(compute_types)}"
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47 )
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48 result = {
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49 "device": config.device,
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50 "computeTypes": compute_types,
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51 "selectedComputeType": config.compute_type,
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52 "modelDir": str(config.model_dir),
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53 "modelPresent": (config.model_dir / "model.bin").is_file(),
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54 }
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55 if config.device == "cuda":
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56 result["cudaDeviceCount"] = ctranslate2.get_cuda_device_count()
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57 if config.device == "cuda" and result["cudaDeviceCount"] < 1:
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58 raise RuntimeError("CTranslate2 did not detect a CUDA device")
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59 print(json.dumps(result, indent=2))
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60
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61
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62 async def transcribe_file(config: DictationConfig, path: Path) -> None:
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63 from dictation.transcriber import FasterWhisperTranscriber
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64
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65 transcriber = FasterWhisperTranscriber(
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66 config.model_dir,
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67 config.device,
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68 config.compute_type,
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69 )
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70 try:
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71 from av import open as av_open
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72 from av.audio.resampler import AudioResampler
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73 import numpy as np
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74
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75 samples = []
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76 resampler = AudioResampler(format="s16", layout="mono", rate=16000)
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77 with av_open(str(path)) as container:
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78 for frame in container.decode(audio=0):
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79 for converted in resampler.resample(frame):
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80 samples.append(converted.to_ndarray().reshape(-1))
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81 if not samples:
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82 raise RuntimeError("Audio file contains no decodable samples")
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83 audio = np.concatenate(samples).astype(np.float32) / 32768.0
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84 result = await transcriber.transcribe(audio, final=True)
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85 print(
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86 json.dumps(
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87 {
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88 "text": result.text,
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89 "language": result.language,
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90 "probability": result.probability,
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91 },
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92 ensure_ascii=False,
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93 )
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94 )
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95 finally:
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96 transcriber.close()
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97
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98
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99 def main() -> None:
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100 parser = argparse.ArgumentParser()
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101 parser.add_argument(
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102 "command",
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103 choices=["server", "preflight", "download_model", "transcribe"],
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104 )
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105 parser.add_argument("path", nargs="?")
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106 args = parser.parse_args()
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107 try:
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108 config = DictationConfig.from_environment()
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109 if args.command == "download_model":
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110 download_model(config)
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111 elif args.command == "preflight":
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112 preflight(config)
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113 elif args.command == "transcribe":
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114 if not args.path:
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115 parser.error("transcribe requires an audio file path")
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116 asyncio.run(transcribe_file(config, Path(args.path)))
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117 else:
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118 import uvicorn
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119 from dictation.server import create_app
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120
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121 uvicorn.run(
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122 create_app(config),
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123 host=config.host,
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124 port=config.port,
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125 access_log=False,
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126 )
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127 except Exception as error:
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128 print(f"dictation: {error}", file=sys.stderr)
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129 raise SystemExit(1) from error
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130
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131
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132 if __name__ == "__main__":
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133 main()