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Parent(s): b9196ed
Add app.py
Browse files- app.py +5 -0
- runs/whisper_small_86383839/run_meta.json +20 -0
- scripts/run_cv_zhcn_quickstart.py +120 -0
- ui/app.py +0 -1
app.py
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# app.py (at repo root)
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from ui.app import demo
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if __name__ == "__main__":
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demo.launch(server_name="0.0.0.0", server_port=7860)
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runs/whisper_small_86383839/run_meta.json
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{
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"run_id": "whisper_small_86383839",
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"manifest_path": "data/manifest.jsonl",
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"model_info": {
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"name": "faster-whisper",
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"model_name": "small",
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"device": "cpu",
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"compute_type": "int8"
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},
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"asr_config": {
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"language": "zh",
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"task": "transcribe",
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"beam_size": 5,
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"best_of": 5,
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"temperature": 0.0,
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"vad_filter": true,
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"chunk_length_s": null,
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"initial_prompt": null
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}
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}
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scripts/run_cv_zhcn_quickstart.py
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import argparse
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import json
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import os
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import subprocess
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import sys
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from pathlib import Path
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def run_cmd(cmd, cwd=None):
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print("\n[CMD]", " ".join(cmd))
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r = subprocess.run(cmd, cwd=cwd, shell=False)
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if r.returncode != 0:
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raise SystemExit(f"Command failed with code {r.returncode}: {' '.join(cmd)}")
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def ensure_deps():
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# datasets 用来下载数据;soundfile 用来更稳地处理音频;tqdm 只是打印
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run_cmd([sys.executable, "-m", "pip", "install", "-U", "pip"])
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run_cmd([sys.executable, "-m", "pip", "install", "-U", "datasets", "soundfile", "tqdm"])
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def build_manifest_common_voice_zhcn(out_manifest: Path, num_samples: int, split: str, cache_dir: Path | None):
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from datasets import load_dataset
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out_manifest.parent.mkdir(parents=True, exist_ok=True)
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# Common Voice 版本可能会变;这条通常最稳:直接用当前可用版本。
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# 如果你发现某个版本不可用,就把这行改成你能 load 成功的版本。
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dataset_name = "mozilla-foundation/common_voice_11_0"
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config_name = "zh-CN"
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print(f"\n[INFO] Loading dataset: {dataset_name} / {config_name} / split={split} / num={num_samples}")
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ds = load_dataset(
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dataset_name,
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config_name,
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split=f"{split}[:{num_samples}]",
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cache_dir=str(cache_dir) if cache_dir else None,
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trust_remote_code=False,
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)
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# 生成 manifest:写绝对路径,避免 Windows 相对路径找不到文件
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count = 0
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with out_manifest.open("w", encoding="utf-8") as f:
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for i, item in enumerate(ds):
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audio = item.get("audio", None)
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if not audio or not audio.get("path"):
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continue
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audio_path = Path(audio["path"]).resolve() # 绝对路径
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if not audio_path.exists():
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# 极少数情况下 path 可能还没落盘;跳过
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continue
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ref = item.get("sentence") or item.get("text") or ""
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if not ref.strip():
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continue
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record = {
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"utt_id": f"cv_zhcn_{i}",
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"audio_uri": str(audio_path),
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"ref_text": ref,
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"meta": {
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"dataset": dataset_name,
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"config": config_name,
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"split": split,
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"speaker": item.get("client_id"),
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"gender": item.get("gender"),
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"accent": item.get("accent"),
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"age": item.get("age"),
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"sample_rate": audio.get("sampling_rate"),
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},
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}
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f.write(json.dumps(record, ensure_ascii=False) + "\n")
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count += 1
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if count == 0:
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raise SystemExit("No samples written to manifest. Try another split (e.g., 'train') or increase num_samples.")
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print(f"[OK] Manifest written: {out_manifest} (samples={count})")
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def main():
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ap = argparse.ArgumentParser()
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ap.add_argument("--num", type=int, default=20, help="Number of samples to download (default: 20)")
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ap.add_argument("--split", type=str, default="validation", help="Dataset split: train/validation/test (default: validation)")
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ap.add_argument("--model_name", type=str, default="small", help="Whisper model size for faster-whisper (default: small)")
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ap.add_argument("--device", type=str, default="cpu", help="cpu or cuda (default: cpu)")
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ap.add_argument("--compute_type", type=str, default="int8", help="int8/float16/float32 etc. (default: int8)")
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ap.add_argument("--cache_dir", type=str, default="", help="Optional HF datasets cache dir")
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ap.add_argument("--skip_deps", action="store_true", help="Skip installing datasets/soundfile")
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args = ap.parse_args()
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project_root = Path(__file__).resolve().parents[1]
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os.chdir(project_root)
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if not args.skip_deps:
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ensure_deps()
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cache_dir = Path(args.cache_dir).resolve() if args.cache_dir else None
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manifest_path = project_root / "data" / "manifest.jsonl"
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build_manifest_common_voice_zhcn(
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out_manifest=manifest_path,
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num_samples=args.num,
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split=args.split,
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cache_dir=cache_dir,
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)
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# 调用你现有的 pipeline:相当于执行
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# python -m pipeline.run_all --manifest data/manifest.jsonl --model_name ... --device ... --compute_type ...
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run_cmd([
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sys.executable, "-m", "pipeline.run_all",
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"--manifest", str(manifest_path),
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"--model_name", args.model_name,
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"--device", args.device,
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"--compute_type", args.compute_type,
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], cwd=str(project_root))
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print("\n[DONE] Pipeline finished.")
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print("You can now run UI:")
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print(f" {sys.executable} -m ui.app")
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if __name__ == "__main__":
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main()
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ui/app.py
CHANGED
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run_dd.change(on_select_run, inputs=[run_dd], outputs=[summary_md, align_tbl, events_tbl])
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btn.click(search_events, inputs=[run_dd, error_cls, contains], outputs=[result_tbl])
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demo.launch()
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run_dd.change(on_select_run, inputs=[run_dd], outputs=[summary_md, align_tbl, events_tbl])
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btn.click(search_events, inputs=[run_dd, error_cls, contains], outputs=[result_tbl])
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